Book Recommender System

Author: Andrew Tran

Blog Post Inspiration and Objectives

In this blog post, I was hoping to take on the classic beginner/intermediate challenge of creating a simple Machine Learning recommendation system, imitating ones used at Big-Tech companies such as Netflix. Additionally, with so many examples online about Machine Learning movie recommendation systems, I decided to look to establish this system on another area which has always piqued my interest: books. With that said, let’s try to analyze and create this system with some Machine Learning:

Data Preprocessing - Cleaning and Analytics

```{python}
# Import needed libraries
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
%matplotlib inline
import seaborn as sns
color = sns.color_palette()
from sklearn.model_selection import train_test_split
from sklearn.metrics import average_precision_score, roc_auc_score, precision_recall_fscore_support, confusion_matrix, classification_report
from sklearn.metrics import mean_squared_error, pairwise_distances
from tensorflow.keras.models import Model
from tensorflow.keras.layers import Input, Embedding, Flatten, dot
from tensorflow.keras.optimizers import Adam
plt.style.use("fivethirtyeight")
```

First, we will read and display all of the initial datasets in our file system for this blog post, downloaded from Kaggle. These datasets contains loads of valuable information such as Book-ISBNS, user-ids for the (anonymous) users/reviewers, book ratings, etc.

```{python}
# Reading and displaying all of the initial datasets
books_df = pd.read_csv("datasets/Books.csv")
ratings_df = pd.read_csv("datasets/Ratings.csv")
users_df = pd.read_csv("datasets/Users.csv")
```
C:\Users\andre\AppData\Local\Temp\ipykernel_10244\2730945584.py:2: DtypeWarning: Columns (3) have mixed types. Specify dtype option on import or set low_memory=False.
  books_df = pd.read_csv("datasets/Books.csv")

For clarity on the constraints and parameters of the working datasets, I went to find high-level exploratory statistics on all of the datasets: shape, information about all of the entries, etc.

```{python}
# Determining the shape of each of the initial datasets
books_df.shape, ratings_df.shape, users_df.shape
```
((271360, 8), (1149780, 3), (278858, 3))
```{python}
# Figuring out all of the columns (and their names) available for me to use in the dataset
books_df.columns, ratings_df.columns, users_df.columns
```
(Index(['ISBN', 'Book-Title', 'Book-Author', 'Year-Of-Publication', 'Publisher',
        'Image-URL-S', 'Image-URL-M', 'Image-URL-L'],
       dtype='object'),
 Index(['User-ID', 'ISBN', 'Book-Rating'], dtype='object'),
 Index(['User-ID', 'Location', 'Age'], dtype='object'))
```{python}
# Getting basic information about the all of the datasets
books_df.info(), ratings_df.info(), users_df.info()
```
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 271360 entries, 0 to 271359
Data columns (total 8 columns):
 #   Column               Non-Null Count   Dtype 
---  ------               --------------   ----- 
 0   ISBN                 271360 non-null  object
 1   Book-Title           271360 non-null  object
 2   Book-Author          271358 non-null  object
 3   Year-Of-Publication  271360 non-null  object
 4   Publisher            271358 non-null  object
 5   Image-URL-S          271360 non-null  object
 6   Image-URL-M          271360 non-null  object
 7   Image-URL-L          271357 non-null  object
dtypes: object(8)
memory usage: 16.6+ MB
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1149780 entries, 0 to 1149779
Data columns (total 3 columns):
 #   Column       Non-Null Count    Dtype 
---  ------       --------------    ----- 
 0   User-ID      1149780 non-null  int64 
 1   ISBN         1149780 non-null  object
 2   Book-Rating  1149780 non-null  int64 
dtypes: int64(2), object(1)
memory usage: 26.3+ MB
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 278858 entries, 0 to 278857
Data columns (total 3 columns):
 #   Column    Non-Null Count   Dtype  
---  ------    --------------   -----  
 0   User-ID   278858 non-null  int64  
 1   Location  278858 non-null  object 
 2   Age       168096 non-null  float64
dtypes: float64(1), int64(1), object(1)
memory usage: 6.4+ MB
(None, None, None)
```{python}
# Seeing each of the dataframes individually
books_df
```
ISBN Book-Title Book-Author Year-Of-Publication Publisher Image-URL-S Image-URL-M Image-URL-L
0 0195153448 Classical Mythology Mark P. O. Morford 2002 Oxford University Press http://images.amazon.com/images/P/0195153448.0... http://images.amazon.com/images/P/0195153448.0... http://images.amazon.com/images/P/0195153448.0...
1 0002005018 Clara Callan Richard Bruce Wright 2001 HarperFlamingo Canada http://images.amazon.com/images/P/0002005018.0... http://images.amazon.com/images/P/0002005018.0... http://images.amazon.com/images/P/0002005018.0...
2 0060973129 Decision in Normandy Carlo D'Este 1991 HarperPerennial http://images.amazon.com/images/P/0060973129.0... http://images.amazon.com/images/P/0060973129.0... http://images.amazon.com/images/P/0060973129.0...
3 0374157065 Flu: The Story of the Great Influenza Pandemic... Gina Bari Kolata 1999 Farrar Straus Giroux http://images.amazon.com/images/P/0374157065.0... http://images.amazon.com/images/P/0374157065.0... http://images.amazon.com/images/P/0374157065.0...
4 0393045218 The Mummies of Urumchi E. J. W. Barber 1999 W. W. Norton &amp; Company http://images.amazon.com/images/P/0393045218.0... http://images.amazon.com/images/P/0393045218.0... http://images.amazon.com/images/P/0393045218.0...
... ... ... ... ... ... ... ... ...
271355 0440400988 There's a Bat in Bunk Five Paula Danziger 1988 Random House Childrens Pub (Mm) http://images.amazon.com/images/P/0440400988.0... http://images.amazon.com/images/P/0440400988.0... http://images.amazon.com/images/P/0440400988.0...
271356 0525447644 From One to One Hundred Teri Sloat 1991 Dutton Books http://images.amazon.com/images/P/0525447644.0... http://images.amazon.com/images/P/0525447644.0... http://images.amazon.com/images/P/0525447644.0...
271357 006008667X Lily Dale : The True Story of the Town that Ta... Christine Wicker 2004 HarperSanFrancisco http://images.amazon.com/images/P/006008667X.0... http://images.amazon.com/images/P/006008667X.0... http://images.amazon.com/images/P/006008667X.0...
271358 0192126040 Republic (World's Classics) Plato 1996 Oxford University Press http://images.amazon.com/images/P/0192126040.0... http://images.amazon.com/images/P/0192126040.0... http://images.amazon.com/images/P/0192126040.0...
271359 0767409752 A Guided Tour of Rene Descartes' Meditations o... Christopher Biffle 2000 McGraw-Hill Humanities/Social Sciences/Languages http://images.amazon.com/images/P/0767409752.0... http://images.amazon.com/images/P/0767409752.0... http://images.amazon.com/images/P/0767409752.0...

271360 rows × 8 columns

```{python}
ratings_df
```
User-ID ISBN Book-Rating
0 276725 034545104X 0
1 276726 0155061224 5
2 276727 0446520802 0
3 276729 052165615X 3
4 276729 0521795028 6
... ... ... ...
1149775 276704 1563526298 9
1149776 276706 0679447156 0
1149777 276709 0515107662 10
1149778 276721 0590442449 10
1149779 276723 05162443314 8

1149780 rows × 3 columns

```{python}
users_df
```
User-ID Location Age
0 1 nyc, new york, usa NaN
1 2 stockton, california, usa 18.0
2 3 moscow, yukon territory, russia NaN
3 4 porto, v.n.gaia, portugal 17.0
4 5 farnborough, hants, united kingdom NaN
... ... ... ...
278853 278854 portland, oregon, usa NaN
278854 278855 tacoma, washington, united kingdom 50.0
278855 278856 brampton, ontario, canada NaN
278856 278857 knoxville, tennessee, usa NaN
278857 278858 dublin, n/a, ireland NaN

278858 rows × 3 columns

Before I can pass the datasets over to the Machine Learning model for training and prediction, I had to consolidate all of my datasets into one so that it would be more easier and convenient to analyze.

```{python}
# Remove any unnecessary columns (before merging)
books_df.drop(columns=["Image-URL-S", "Image-URL-M", "Image-URL-L"], axis=1, inplace=True)
books_df
```
ISBN Book-Title Book-Author Year-Of-Publication Publisher
0 0195153448 Classical Mythology Mark P. O. Morford 2002 Oxford University Press
1 0002005018 Clara Callan Richard Bruce Wright 2001 HarperFlamingo Canada
2 0060973129 Decision in Normandy Carlo D'Este 1991 HarperPerennial
3 0374157065 Flu: The Story of the Great Influenza Pandemic... Gina Bari Kolata 1999 Farrar Straus Giroux
4 0393045218 The Mummies of Urumchi E. J. W. Barber 1999 W. W. Norton &amp; Company
... ... ... ... ... ...
271355 0440400988 There's a Bat in Bunk Five Paula Danziger 1988 Random House Childrens Pub (Mm)
271356 0525447644 From One to One Hundred Teri Sloat 1991 Dutton Books
271357 006008667X Lily Dale : The True Story of the Town that Ta... Christine Wicker 2004 HarperSanFrancisco
271358 0192126040 Republic (World's Classics) Plato 1996 Oxford University Press
271359 0767409752 A Guided Tour of Rene Descartes' Meditations o... Christopher Biffle 2000 McGraw-Hill Humanities/Social Sciences/Languages

271360 rows × 5 columns

```{python}
# Merge the books and ratings dataframes to have one & inclusive dataframe, 
# combining all book, user, and rating information
df = pd.merge(books_df, ratings_df, on="ISBN")
df
```
ISBN Book-Title Book-Author Year-Of-Publication Publisher User-ID Book-Rating
0 0195153448 Classical Mythology Mark P. O. Morford 2002 Oxford University Press 2 0
1 0002005018 Clara Callan Richard Bruce Wright 2001 HarperFlamingo Canada 8 5
2 0002005018 Clara Callan Richard Bruce Wright 2001 HarperFlamingo Canada 11400 0
3 0002005018 Clara Callan Richard Bruce Wright 2001 HarperFlamingo Canada 11676 8
4 0002005018 Clara Callan Richard Bruce Wright 2001 HarperFlamingo Canada 41385 0
... ... ... ... ... ... ... ...
1031131 0440400988 There's a Bat in Bunk Five Paula Danziger 1988 Random House Childrens Pub (Mm) 276463 7
1031132 0525447644 From One to One Hundred Teri Sloat 1991 Dutton Books 276579 4
1031133 006008667X Lily Dale : The True Story of the Town that Ta... Christine Wicker 2004 HarperSanFrancisco 276680 0
1031134 0192126040 Republic (World's Classics) Plato 1996 Oxford University Press 276680 0
1031135 0767409752 A Guided Tour of Rene Descartes' Meditations o... Christopher Biffle 2000 McGraw-Hill Humanities/Social Sciences/Languages 276680 0

1031136 rows × 7 columns

Additionally, before handing my combined Book dataset over for Machine Learning training and prediction, I need to clean the data prior to the analysis stage: removing duplicates, deleting null/NaN vales, fixing types of columns, filling invalid values with suitable alternatives, etc. Fortunately, the data inherited from Kaggle here is in a preferable format already, so there does not need to be extensive amount of data cleaning here.

```{python}
# Figuring out the number of duplicated elements in the dataset (could be 
# problematic if not resolved)
df.duplicated().sum()
```
0
```{python}
# Figuring out the number of 'null'/'NaN' elements in the dataset (if NaN 
# filling is needed or not)
(df.isnull().sum() / df.shape[0]) * 100
```
ISBN                   0.000000
Book-Title             0.000000
Book-Author            0.000194
Year-Of-Publication    0.000000
Publisher              0.000194
User-ID                0.000000
Book-Rating            0.000000
dtype: float64
```{python}
# Fill unknown and unformatted values with proper ones for readability and to
# improve data accuracy and relevance 
df["Book-Author"].fillna("N/A", inplace=True)
df["Publisher"].fillna("N/A", inplace=True)

df["Year-Of-Publication"] = df["Year-Of-Publication"].astype(str)
df["Year-Of-Publication"] = df["Year-Of-Publication"].map(lambda entry: entry if entry.isnumeric() else df["Year-Of-Publication"].mode()[0])
df["Year-Of-Publication"] = df["Year-Of-Publication"].astype("int64")

# Change types of columns to allow an easier time to parse
df["Book-Title"] = df["Book-Title"].astype(str)
df["Book-Author"] = df["Book-Author"].astype(str)
df["ISBN"] = df["ISBN"].astype(str)
df["Publisher"] = df["Publisher"].astype(str)

# Getting basic information about the dataset (once again)
df.info()
```
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1031136 entries, 0 to 1031135
Data columns (total 7 columns):
 #   Column               Non-Null Count    Dtype 
---  ------               --------------    ----- 
 0   ISBN                 1031136 non-null  object
 1   Book-Title           1031136 non-null  object
 2   Book-Author          1031136 non-null  object
 3   Year-Of-Publication  1031136 non-null  int64 
 4   Publisher            1031136 non-null  object
 5   User-ID              1031136 non-null  int64 
 6   Book-Rating          1031136 non-null  int64 
dtypes: int64(3), object(4)
memory usage: 55.1+ MB

As defined in the code snippet below, with subsequent modifications and copies of the working dataset, there will be a need to quantify the status and real-life/applicable statistics out to you, the user. Thus, I designed a function to report needed information called report_basic_stats. From time to time, there will be calls to this function, giving up-to-date information about the state of the dataset currently modified.

```{python}
def report_basic_stats(dataframe: pd.DataFrame, type: str):
    global n_users, n_books
    n_users = dataframe["User-ID"].unique().shape[0]
    n_books = dataframe["ISBN"].unique().shape[0]
    n_ratings = len(dataframe["Book-Rating"])
    avg_num_ratings_per_user = n_ratings / n_users
    
    print("Number of Unique Book Users in This Dataset ({}):".format(type), n_users)
    print("Number of Unique Book Titles / ISBNs in This Dataset ({}):".format(type), n_books)
    print("Number of Total Ratings in This Dataset ({}):".format(type), n_ratings)
    print("Average Number of Book Ratings per User in This Dataset ({}):".format(type), round(avg_num_ratings_per_user, 3))
```

Alright, let’s begin by looking at the up-to-date information about the state of the original dataset using the report_basic_stats function:

```{python}
report_basic_stats(df, "Regular")
```
Number of Unique Book Users in This Dataset (Regular): 92106
Number of Unique Book Titles / ISBNs in This Dataset (Regular): 270151
Number of Total Ratings in This Dataset (Regular): 1031136
Average Number of Book Ratings per User in This Dataset (Regular): 11.195

At this point, the data has been cleaned. However, there are some modifications that I have considered in this case such as limiting the amount of Book-ISBNs and Book-Users displayed (up to 3000 in this case). This is intentional to keep the dataset from becoming too long to visualize and compute within the Machine Learning model.

```{python}
# Filter the first 3000 Book-ISBNs in Dataset
book_isbn_index = df.groupby("ISBN").count().sort_values(by="Book-Rating", ascending=False)[0:3000].index
df2 = df[df["ISBN"].isin(book_isbn_index)]
df2.count()
```
ISBN                   271456
Book-Title             271456
Book-Author            271456
Year-Of-Publication    271456
Publisher              271456
User-ID                271456
Book-Rating            271456
dtype: int64
```{python}
# Filter the first 3000 Book-Users in Dataset
book_users_index = df2.groupby("User-ID").count().sort_values(by="Book-Rating", ascending=False)[0:3000].index
df3 = df2[df2["User-ID"].isin(book_users_index)]
df3.count()
```
ISBN                   172071
Book-Title             172071
Book-Author            172071
Year-Of-Publication    172071
Publisher              172071
User-ID                172071
Book-Rating            172071
dtype: int64

Since I had to cut down to 3000 Book-entries maximum in the dataset, I had to reindex the unique Book-ISBNs and Book User-IDs to account for this filtering. Thus, I removed all entries that were not part of this subset to maintain data consistency and integrity.

```{python}
# Make a separate dataframe for unique Book-ISBNs
book_isbns = df3["ISBN"].unique()
isbn_df = pd.DataFrame(data=book_isbns, columns=["Original-ISBN"])
isbn_df["New-ISBN"] = isbn_df.index + 1
```
```{python}
# Make a separate dataframe for unique Book-Users (indicated by their IDs)
book_users = df3["User-ID"].unique()
users_df = pd.DataFrame(data=book_users, columns=["Original-User-ID"])
users_df["New-User-ID"] = users_df.index + 1
```
```{python}
# Merge in new indices for Book-ISBN and Book-User-IDs that are modified
# from 1 to 3000 (accounts for scaling down of data)
cleaned_df = df3.merge(isbn_df, left_on="ISBN", right_on="Original-ISBN")
cleaned_df.drop(columns=["Original-ISBN"], axis=1, inplace=True)

cleaned_df = cleaned_df.merge(users_df, left_on="User-ID", right_on="Original-User-ID")
cleaned_df.drop(columns=["Original-User-ID"], axis=1, inplace=True)
cleaned_df
```
ISBN Book-Title Book-Author Year-Of-Publication Publisher User-ID Book-Rating New-ISBN New-User-ID
0 0440234743 The Testament John Grisham 1999 Dell 277478 0 1 1
1 0971880107 Wild Animus Rich Shapero 2004 Too Far 277478 0 3 1
2 0671888587 I'll Be Seeing You Mary Higgins Clark 1994 Pocket 277478 0 9 1
3 0440225701 The Street Lawyer JOHN GRISHAM 1999 Dell 277478 0 15 1
4 0786868716 The Five People You Meet in Heaven Mitch Albom 2003 Hyperion 277478 0 30 1
... ... ... ... ... ... ... ... ... ...
172066 0767908171 A Short History of Nearly Everything Bill Bryson 2003 Broadway 70999 0 2798 3000
172067 0385234104 Fatherhood Bill Cosby 1986 Bantam Dell Pub Group 70999 0 2857 3000
172068 0425190641 Fire Ice: A Novel from the Numa Files (Kurt Au... Clive Cussler 2003 Berkley Publishing Group 70999 0 2874 3000
172069 0553584375 No One to Trust IRIS JOHANSEN 2003 Bantam 70999 0 2880 3000
172070 044023512X City of Light Lauren Belfer 2000 Island 70999 0 2941 3000

172071 rows × 9 columns

Here, I am trying to offer some visualizations of the cleaned dataset before we pass it over for Machine Learning training and prediction. The first visualization (below) describes about the total number of reviews given to each of the 3000 books in the dataset. Arbitrarily though, I set a maximum of 30 book titles visualized to save space as my editor could not plot more than that without it become illegible. The strategy there was grouping by Book-Titles and and counting number of Book-Rating entries for that particular Book entry.

```{python}
# Make a copy of the cleaned dataframe
cleaned_df_condensed_trends = cleaned_df.copy()

# Drop unnecessary columns
cleaned_df_condensed_trends.drop(labels=["ISBN", 
                                         "Book-Author",
                                         "Year-Of-Publication",
                                         "Publisher",
                                         "User-ID",
                                         "New-ISBN",
                                         "New-User-ID"], axis=1, inplace=True)

# Used grouping and counting to gather book-review counts for each indexed title
cleaned_df_condensed_trends_copy = cleaned_df_condensed_trends.copy()
cleaned_df_condensed_trends = pd.DataFrame(cleaned_df_condensed_trends_copy
                                           .groupby("Book-Title")["Book-Rating"]
                                           .mean())
cleaned_df_condensed_trends["Total-Num-Of-Ratings"] = pd.DataFrame(cleaned_df_condensed_trends_copy
                                                                   .groupby("Book-Title")["Book-Rating"]
                                                                   .count())
cleaned_df_condensed_trends.head(10)
```
Book-Rating Total-Num-Of-Ratings
Book-Title
10 Lb. Penalty 1.911765 34
16 Lighthouse Road 1.276596 47
1984 3.817460 126
1st to Die: A Novel 2.893891 311
2010: Odyssey Two 2.086207 58
204 Rosewood Lane 1.581818 55
2061: Odyssey Three 3.133333 30
24 Hours 1.454545 44
2nd Chance 2.704167 240
311 Pelican Court 2.435897 39 
```{python}
# Creating a bar graph describing number of reviews for first 30 books
plt.figure(figsize=(10, 8))
ax=plt.subplot()
ax.bar(cleaned_df_condensed_trends.head(30).index,
       cleaned_df_condensed_trends["Total-Num-Of-Ratings"].head(30), 
       color="b")
ax.set_xticklabels(cleaned_df_condensed_trends.index,
                   rotation=30,
                   fontsize="12",
                   horizontalalignment="right")
ax.set_title("Total Number of Reviews For Each Book")
plt.show()
```
C:\Users\andre\AppData\Local\Temp\ipykernel_10244\177655821.py:7: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.
  ax.set_xticklabels(cleaned_df_condensed_trends.index,

Just to give an interesting statistic, I decided to make another copy of the working dataset, grouped by Book-Title but sorted by Book-Rating. This was intentional to output and report the most-popular (Top-50 rated books) and least-populat (Bottom-50 rated books) on average, which is an important piece of data for the user to know.

```{python}
# Calculate mean rating of all books (copy of cleaned dataframe)
# Output the Top-50 and Bottom-50 rated books on average
cleaned_df_sorted_mean_rating = cleaned_df.copy().groupby("Book-Title")["Book-Rating"].mean().sort_values(ascending=False)
print("--------- Sorted by Mean On Average: ---------\n")
print("--------- TOP 50: ---------\n", cleaned_df_sorted_mean_rating.head(50))
print("\n\n--------- BOTTOM 50: ---------\n", cleaned_df_sorted_mean_rating.tail(50))
```
--------- Sorted by Mean On Average: ---------

--------- TOP 50: ---------
 Book-Title
Generation Golf. Eine Inspektion                                                                          9.000000
Novocento, Un Monologo                                                                                    9.000000
Io Non Ho Paura                                                                                           8.000000
Herr Lehmann.                                                                                             7.500000
L'Etranger (Collection Folio, 2)                                                                          6.777778
Griffin &amp; Sabine: An Extraordinary Correspondence                                                     6.000000
The Darwin Awards: Evolution in Action                                                                    5.653846
Harry Potter and the Sorcerer's Stone (Book 1)                                                            5.651613
My Sister's Keeper : A Novel (Picoult, Jodi)                                                              5.515152
Harry Potter and the Prisoner of Azkaban (Book 3)                                                         5.465116
Harry Potter and the Goblet of Fire (Book 4)                                                              5.445415
The Stand (The Complete and Uncut Edition)                                                                5.433333
Balzac and the Little Chinese Seamstress                                                                  5.379310
Harry Potter and the Chamber of Secrets Postcard Book                                                     5.363636
The Lone Ranger and Tonto Fistfight in Heaven                                                             5.333333
Harry Potter and the Order of the Phoenix (Book 5)                                                        5.277228
Hamlet                                                                                                    5.241379
The Lunatic Cafe (Anita Blake Vampire Hunter (Paperback))                                                 5.230769
The Little Prince                                                                                         5.210526
Wiener Dog Art                                                                                            5.157895
Weirdos From Another Planet!                                                                              5.147059
Killing Dance (Anita Blake Vampire Hunter (Paperback))                                                    5.142857
The Secret Garden                                                                                         5.133333
Wicca: A Guide for the Solitary Practitioner                                                              5.120000
Sabine's Notebook: In Which the Extraordinary Correspondence of Griffin &amp; Sabine Continues            5.105263
The Metamorphosis (Bantam Classics)                                                                       5.062500
The Grapes of Wrath (20th Century Classics)                                                               5.031250
The Lion, the Witch, and the Wardrobe (The Chronicles of Narnia, Book 2)                                  4.978723
Green Eggs and Ham (I Can Read It All by Myself Beginner Books)                                           4.931034
Harry Potter and the Chamber of Secrets (Book 2)                                                          4.924092
The Cat in the Hat                                                                                        4.903226
GREAT GATSBY (REISSUE)                                                                                    4.800000
Ender's Game (Ender Wiggins Saga (Paperback))                                                             4.793478
The Vagina Monologues: The V-Day Edition                                                                  4.793103
The Godfather                                                                                             4.783784
All I Need to Know I Learned from My Cat                                                                  4.769231
Hyperion                                                                                                  4.764706
Sister of My Heart                                                                                        4.743590
Sense and Sensibility (Penguin Popular Classics)                                                          4.733333
On the Banks of Plum Creek                                                                                4.718750
Rich Dad, Poor Dad: What the Rich Teach Their Kids About Money--That the Poor and Middle Class Do Not!    4.717949
The Lord of the Rings (Movie Art Cover)                                                                   4.714286
Needful Things: The Last Castle Rock Story                                                                4.681818
The Jungle (Bantam Classics)                                                                              4.652174
Memoirs of a Geisha                                                                                       4.638298
Pride &amp; Prejudice (Wordsworth Classics)                                                               4.631579
The Spirit Catches You and You Fall Down                                                                  4.600000
Anthem                                                                                                    4.590909
JITTERBUG PERFUME                                                                                         4.571429
The Curious Incident of the Dog in the Night-Time (Vintage Contemporaries)                                4.571429
Name: Book-Rating, dtype: float64


--------- BOTTOM 50: ---------
 Book-Title
Silent Honor                                                                                                               0.735294
Vernon God Little: A 21st Century Comedy in the Presence of Death                                                          0.727273
Ruthless.Com (Tom Clancy's Power Plays (Paperback))                                                                        0.725806
The Blooding                                                                                                               0.722222
Where You Belong                                                                                                           0.720930
The Matarese Countdown                                                                                                     0.717949
Pleading Guilty                                                                                                            0.716049
Family Pictures                                                                                                            0.714286
Fortune's Hand                                                                                                             0.708333
Passion's Promise                                                                                                          0.705882
Ssn                                                                                                                        0.700000
The Icarus Agenda                                                                                                          0.700000
Legacy of Silence                                                                                                          0.696970
Confessions of a Sociopathic Social Climber : The Katya Livingston Chronicles (Katya Livingston Chronicles (Hardcover))    0.695652
The Blue Last: A Richard Jury Mystery (Richard Jury Mysteries (Paperback))                                                 0.695652
Subterranean                                                                                                               0.695652
The Legend of Bagger Vance                                                                                                 0.692308
State of Siege (Tom Clancy's Op-Center, 6)                                                                                 0.680851
Man From St Petersburg                                                                                                     0.659091
Master of the Game                                                                                                         0.658537
Rosehaven                                                                                                                  0.656250
The X-Files: Goblins                                                                                                       0.640000
Welcome to Dead House (Goosebumps, No 1)                                                                                   0.638889
Ground Zero and Beyond                                                                                                     0.629032
Los Alamos: A Novel                                                                                                        0.620690
Treasures                                                                                                                  0.617647
Whirlwind                                                                                                                  0.606061
If Tomorrow Comes                                                                                                          0.605263
WEB OF DREAMS (Casteel Saga (Paperback))                                                                                   0.604651
Starting Over                                                                                                              0.600000
Hurricane Bay                                                                                                              0.600000
Montana                                                                                                                    0.595238
Wild Animus                                                                                                                0.582865
People of the River (The First North Americans series, Book 4)                                                             0.571429
Honor Among Thieves                                                                                                        0.568182
The Cat Who Went into the Closet                                                                                           0.566038
After the Fire                                                                                                             0.564103
Yesterday                                                                                                                  0.531250
Monster Blood (Goosebumps, No 3)                                                                                           0.466667
Women in His Life                                                                                                          0.452381
Long, Lean, and Lethal                                                                                                     0.451613
Dating Game                                                                                                                0.400000
Billy Straight: A Novel                                                                                                    0.375000
McNally's Luck (Archy McNally Novels (Paperback))                                                                          0.365854
Final Flight                                                                                                               0.333333
Stay Out of the Basement (Goosebumps, No 2)                                                                                0.285714
Say Cheese and Die! (Goosebumps, No 4)                                                                                     0.275862
Long Time No See                                                                                                           0.161290
The Sculptress                                                                                                             0.000000
Der Vorleser                                                                                                               0.000000
Name: Book-Rating, dtype: float64

The second visualization gathers all of the numerical book-ratings across all books, contrasting how book reviewers score and evaluate these literature text sources generally. With this ranged data, it would seem most appropriate to display this visualization of statistical data within a histogram.

```{python}
sns.histplot(pd.DataFrame(cleaned_df_sorted_mean_rating)["Book-Rating"], color="r")
plt.title("Histogram - Distribution of Book-Ratings Across All Books in the Dataset")
plt.show()
```

As compared to earlier, let’s look at the up-to-date information about the state of the reduced (in-size) dataset using the report_basic_stats function.

```{python}
report_basic_stats(cleaned_df, "Reduced")
```
Number of Unique Book Users in This Dataset (Reduced): 3000
Number of Unique Book Titles / ISBNs in This Dataset (Reduced): 3000
Number of Total Ratings in This Dataset (Reduced): 172071
Average Number of Book Ratings per User in This Dataset (Reduced): 57.357

Machine Learning - Model Training and Evaluation

Great, now we are onto the Machine Learning part of the blog post!

Since the dataframe is now properly cleaned by this point, I had split the respective dataframe into the train, test, and validation datasets for the Machine Learning model with 90% going to the training dataset, the next 5% going to the validation dataset, and the last 5% going to the test dataset. Fortunately, because order of the data sequentially does not matter here, I was able to utilize the train_test_split function for shuffling and randomization, making the future-generated Machine Learning model more unpredictable but also more objective in its returned model results.

```{python}
# Configuring the Machine Learning Tensorflow Model by splitting the data 90% for testing,
# 5% for validation, and 5% for testing
X_train, X_test = train_test_split(cleaned_df, test_size=0.10, shuffle=True, random_state=2018)
X_val, X_test = train_test_split(X_test, test_size=0.50, shuffle=True, random_state=2018)
```
```{python}
# Outputting the shape of the new datasets
print("Shape of Training Set:", X_train.shape, "and Size of Training Set:", X_train.size)
print("Shape of Validation Set:", X_val.shape, "and Size of Validation Set:", X_val.size)
print("Shape of Test Set:", X_test.shape, "and Size of Testing Set:", X_test.size)
```
Shape of Training Set: (154863, 9) and Size of Training Set: 1393767
Shape of Validation Set: (8604, 9) and Size of Validation Set: 77436
Shape of Test Set: (8604, 9) and Size of Testing Set: 77436

As recommended online for any Collaborative-Filtering Recommendation Systems, one suggestion was to manually check and compute the mean_squared_error for ratings in your dataset. Thus, I defined a cost function that utilizes a sparse np.array starting with all 0’s of dimension-size n_users x n_books. The entries at specified locations would be converted non-zero by utilizing every Book-ISBN and Book User-ID position to generate a computed rating. The objective with calculating the mean_squared_error is to check how close estimates are to actual, observed values found within the given dataset.

```{python}
# Define my cost function (mean-squared error) for each dataset before the
# invokation of the Machine Learning algorithm
df_ratings_train = np.zeros((n_users, n_books))
for r in X_train.itertuples():
    df_ratings_train[r[9] - 1, r[8] - 1] = r[7]
print(df_ratings_train.shape)
df_ratings_train
```
(3000, 3000)
array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]])
```{python}
df_ratings_validation = np.zeros((n_users, n_books))
for r in X_val.itertuples():
    df_ratings_validation[r[9] - 1, r[8] - 1] = r[7]
print(df_ratings_validation.shape)
df_ratings_validation
```
(3000, 3000)
array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]])
```{python}
df_ratings_test = np.zeros((n_users, n_books))
for r in X_test.itertuples():
    df_ratings_test[r[9] - 1, r[8] - 1] = r[7]
print(df_ratings_test.shape)
df_ratings_test
```
(3000, 3000)
array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]])

After the dataframes had the cost function computed for all, I made 2 matrices - one for the book user-similiarity and one for the book item-similarity. The idea here is to account for relative difference in the ratings between several distinct Book-Users and Book-ISBNs (items) themselves. Statically proven, relative differences in ratings give more insight than the absolute rating values. As described on the CambridgeSpark reference below, the rating system could be skewed by human biases such as solid consistent ratings for good vs. bad books through cover inspection, ratings based on topic preference or thoughts on the user’s views rather than objective review, etc.

Note that in the user-based similarity predictions that ratings as weights need to be normalized, so summation and average on top of a dot-product calcuation on the matrix is needed. This is to make sure the ratings stay within the expected range of 1.0 (worst) to 10.0 (best).

At the end of the code cell below, a comparison on the prediction matrices with the df_ratings_test matrix using dimensionality reduction and the mean_squared_error function the sklearn.metrics module is computed to quantify the closeness of estimates to the actual dataset (as described previously).

```{python}
# Computes the cosine similarity between all books using pairwise distancing
book_user_similarity = pairwise_distances(df_ratings_train, metric="cosine")
book_item_similarity = pairwise_distances(df_ratings_train.T, metric="cosine")

# Calculates prediction ratio for book_users and book_items
def perform_prediction_similarity_based(ratings, similiarity, pred_type="user"):
    if pred_type == "user":
        mean_user_rating = ratings.mean(axis=1)
        # You use np.newaxis so that the user_rating has the same format as ratings
        ratings_diff = (ratings - mean_user_rating[: np.newaxis])
        pred = mean_user_rating[: np.newaxis] + (similiarity.dot(ratings_diff) / np.array([np.abs(similiarity).sum(axis=1)]))
    elif pred_type == "item":
        pred = ratings.dot(similiarity) / np.array([np.abs(similiarity).sum(axis=1)])
    return pred

book_user_prediction = perform_prediction_similarity_based(df_ratings_train, book_user_similarity, pred_type="user")
book_item_prediction = perform_prediction_similarity_based(df_ratings_train, book_item_similarity, pred_type="item")

# Using predictions, calculates the mean squared error for each book_user and
# book_item
def compute_mean_square_error(predicted, actual):
    predicted = predicted[actual.nonzero()].flatten()
    actual = actual[actual.nonzero()].flatten()
    return mean_squared_error(predicted, actual)

print("For Collaborative Filtering:")
print(f"Book User-Based Mean-Square-Error: {compute_mean_square_error(book_user_prediction, df_ratings_test)}")
print(f"Book Item-Based Mean-Square-Error: {compute_mean_square_error(book_item_prediction, df_ratings_test)}")
```
For Collaborative Filtering:
Book User-Based Mean-Square-Error: 63.272539998623145
Book Item-Based Mean-Square-Error: 62.53832448961992

One other calculation that is beneficial to check with regards to these matrices includes matrix sparsity. With a less sparse matrix (through a lower-percentage return), I found that it was more beneficial to more efficient to use dense Machine Learning representations and algorithms optimized for dense data, which will done later while creating the Sequential layering of the model. After performing the calculations below, this seemed to be the case I was dealing with here.

```{python}
# Outputs the sparsity stats of a given dataframe
def print_sparsity_stats(df: pd.DataFrame, type: str):
    print("-------------- Sparsity Stats for {}: --------------".format(type))
    df_sparsity = float(len(df.nonzero()[0]))
    df_sparsity /= (df.shape[0] * df.shape[1])
    df_sparsity *= 100
    print('Sparsity: {:4.2f}%'.format(df_sparsity))
```
```{python}
# Check the sparsity stats of the ratings' train, validation, and test np.arrays
print_sparsity_stats(df_ratings_train, "Train")
print_sparsity_stats(df_ratings_validation, "Validation")
print_sparsity_stats(df_ratings_test, "Test")
```
-------------- Sparsity Stats for Train: --------------
Sparsity: 0.53%
-------------- Sparsity Stats for Validation: --------------
Sparsity: 0.03%
-------------- Sparsity Stats for Test: --------------
Sparsity: 0.03%

Now, I began to configure the Machine Learning model. We added Sequential layers of Input: incorporated an Input layer 1 by 1 because I only had 1 np.array as Input for Book-Users and another one as Input for Book-Items themselves, utilize a Embedding as recommended for each of the Input layers for models like these, and I followed up with flattening for dimensionality-reduction of both embeddings with input. Combining it with the dot-product of the two vector embeddings with input to make the initial model, we compiled it, utilzing the mean_square_error as our minimizing loss function, using the Adam optimizer, and comparing our trained model against our data with the mean_absolute_error metric. Lastly, I fitted our model, utilzing both of our X_train datasets and the Y_train dataset for fitting with validation from both of our X_val datasets and the Y_val dataset at 100 epochs.

```{python}
# Apply the Input, Embeddings, and Dot Product on the Model
n_latent_fact = 1
user_input = Input(shape=[1], name="User")
user_embedding = Embedding(input_dim=n_users + 1, 
                           output_dim=n_latent_fact, 
                           name="User_Embedding")(user_input)
user_vec = Flatten(name="Flatten_Users")(user_embedding)
book_input = Input(shape=[1], name="Book")
book_embedding = Embedding(input_dim=n_books + 1, 
                           output_dim=n_latent_fact, 
                           name="Book_Embedding")(book_input)
book_vec = Flatten(name="Flatten_Movies")(book_embedding)
dot_product = dot([book_vec, user_vec], axes=1)
model = Model(inputs=[user_input, book_input], outputs=dot_product)

# Compile the model and fit the datasets to it
model.compile(loss="mse",
              optimizer=Adam(learning_rate=0.001),
              metrics=["mean_absolute_error"])

book_rec_history = model.fit(x=(X_train["New-User-ID"], X_train["New-ISBN"]), 
                             y=X_train["Book-Rating"],
                             epochs=100,
                             validation_data=([X_val["New-User-ID"], X_val["New-ISBN"]], X_val["Book-Rating"]),
                             use_multiprocessing=True)
```
Epoch 1/100
   1/4840 [..............................] - ETA: 34:16 - loss: 23.0632 - mean_absolute_error: 2.8753  49/4840 [..............................] - ETA: 4s - loss: 19.3988 - mean_absolute_error: 2.3672     94/4840 [..............................] - ETA: 5s - loss: 20.0067 - mean_absolute_error: 2.4320 139/4840 [..............................] - ETA: 5s - loss: 20.1503 - mean_absolute_error: 2.4384 184/4840 [>.............................] - ETA: 5s - loss: 19.9901 - mean_absolute_error: 2.4259 231/4840 [>.............................] - ETA: 5s - loss: 20.0454 - mean_absolute_error: 2.4234 277/4840 [>.............................] - ETA: 5s - loss: 19.8830 - mean_absolute_error: 2.4038 321/4840 [>.............................] - ETA: 5s - loss: 19.9844 - mean_absolute_error: 2.4153 368/4840 [=>............................] - ETA: 4s - loss: 20.0686 - mean_absolute_error: 2.4274 414/4840 [=>............................] - ETA: 4s - loss: 20.1198 - mean_absolute_error: 2.4342 460/4840 [=>............................] - ETA: 4s - loss: 19.9310 - mean_absolute_error: 2.4158 507/4840 [==>...........................] - ETA: 4s - loss: 19.9368 - mean_absolute_error: 2.4166 554/4840 [==>...........................] - ETA: 4s - loss: 19.9925 - mean_absolute_error: 2.4214 599/4840 [==>...........................] - ETA: 4s - loss: 19.9223 - mean_absolute_error: 2.4143 644/4840 [==>...........................] - ETA: 4s - loss: 19.8552 - mean_absolute_error: 2.4059 689/4840 [===>..........................] - ETA: 4s - loss: 19.7203 - mean_absolute_error: 2.3914 733/4840 [===>..........................] - ETA: 4s - loss: 19.6972 - mean_absolute_error: 2.3882 778/4840 [===>..........................] - ETA: 4s - loss: 19.7521 - mean_absolute_error: 2.3940 823/4840 [====>.........................] - ETA: 4s - loss: 19.7383 - mean_absolute_error: 2.3921 868/4840 [====>.........................] - ETA: 4s - loss: 19.7715 - mean_absolute_error: 2.3957 915/4840 [====>.........................] - ETA: 4s - loss: 19.7612 - mean_absolute_error: 2.3934 961/4840 [====>.........................] - ETA: 4s - loss: 19.7888 - mean_absolute_error: 2.39721006/4840 [=====>........................] - ETA: 4s - loss: 19.8223 - mean_absolute_error: 2.40151052/4840 [=====>........................] - ETA: 4s - loss: 19.8165 - mean_absolute_error: 2.40041097/4840 [=====>........................] - ETA: 4s - loss: 19.8183 - mean_absolute_error: 2.40081143/4840 [======>.......................] - ETA: 4s - loss: 19.7829 - mean_absolute_error: 2.39641189/4840 [======>.......................] - ETA: 4s - loss: 19.7611 - mean_absolute_error: 2.39381236/4840 [======>.......................] - ETA: 3s - loss: 19.8330 - mean_absolute_error: 2.40211282/4840 [======>.......................] - ETA: 3s - loss: 19.8382 - mean_absolute_error: 2.40231328/4840 [=======>......................] - ETA: 3s - loss: 19.8146 - mean_absolute_error: 2.40061374/4840 [=======>......................] - ETA: 3s - loss: 19.8242 - mean_absolute_error: 2.40221417/4840 [=======>......................] - ETA: 3s - loss: 19.8592 - mean_absolute_error: 2.40631463/4840 [========>.....................] - ETA: 3s - loss: 19.8342 - mean_absolute_error: 2.40431507/4840 [========>.....................] - ETA: 3s - loss: 19.8518 - mean_absolute_error: 2.40591552/4840 [========>.....................] - ETA: 3s - loss: 19.8378 - mean_absolute_error: 2.40471597/4840 [========>.....................] - ETA: 3s - loss: 19.8813 - mean_absolute_error: 2.40961642/4840 [=========>....................] - ETA: 3s - loss: 19.8722 - mean_absolute_error: 2.40771685/4840 [=========>....................] - ETA: 3s - loss: 19.8683 - mean_absolute_error: 2.40711731/4840 [=========>....................] - ETA: 3s - loss: 19.8759 - mean_absolute_error: 2.40861775/4840 [==========>...................] - ETA: 3s - loss: 19.8879 - mean_absolute_error: 2.41021820/4840 [==========>...................] - ETA: 3s - loss: 19.8875 - mean_absolute_error: 2.40981865/4840 [==========>...................] - ETA: 3s - loss: 19.8760 - mean_absolute_error: 2.40821910/4840 [==========>...................] - ETA: 3s - loss: 19.8969 - mean_absolute_error: 2.41041953/4840 [===========>..................] - ETA: 3s - loss: 19.9005 - mean_absolute_error: 2.41001999/4840 [===========>..................] - ETA: 3s - loss: 19.9299 - mean_absolute_error: 2.41382044/4840 [===========>..................] - ETA: 3s - loss: 19.9491 - mean_absolute_error: 2.41542090/4840 [===========>..................] - ETA: 3s - loss: 19.9820 - mean_absolute_error: 2.41942136/4840 [============>.................] - ETA: 3s - loss: 19.9729 - mean_absolute_error: 2.41762181/4840 [============>.................] - ETA: 2s - loss: 20.0135 - mean_absolute_error: 2.42152228/4840 [============>.................] - ETA: 2s - loss: 19.9989 - mean_absolute_error: 2.41922274/4840 [=============>................] - ETA: 2s - loss: 20.0245 - mean_absolute_error: 2.42222321/4840 [=============>................] - ETA: 2s - loss: 20.0170 - mean_absolute_error: 2.42122367/4840 [=============>................] - ETA: 2s - loss: 20.0183 - mean_absolute_error: 2.42082412/4840 [=============>................] - ETA: 2s - loss: 20.0136 - mean_absolute_error: 2.41992455/4840 [==============>...............] - ETA: 2s - loss: 20.0302 - mean_absolute_error: 2.42202501/4840 [==============>...............] - ETA: 2s - loss: 20.0109 - mean_absolute_error: 2.42032544/4840 [==============>...............] - ETA: 2s - loss: 20.0023 - mean_absolute_error: 2.41992585/4840 [===============>..............] - ETA: 2s - loss: 20.0171 - mean_absolute_error: 2.42182629/4840 [===============>..............] - ETA: 2s - loss: 20.0280 - mean_absolute_error: 2.42222673/4840 [===============>..............] - ETA: 2s - loss: 20.0300 - mean_absolute_error: 2.42242717/4840 [===============>..............] - ETA: 2s - loss: 20.0227 - mean_absolute_error: 2.42172761/4840 [================>.............] - ETA: 2s - loss: 20.0142 - mean_absolute_error: 2.42062806/4840 [================>.............] - ETA: 2s - loss: 20.0050 - mean_absolute_error: 2.41972852/4840 [================>.............] - ETA: 2s - loss: 20.0376 - mean_absolute_error: 2.42352898/4840 [================>.............] - ETA: 2s - loss: 20.0627 - mean_absolute_error: 2.42622944/4840 [=================>............] - ETA: 2s - loss: 20.0605 - mean_absolute_error: 2.42602989/4840 [=================>............] - ETA: 2s - loss: 20.0524 - mean_absolute_error: 2.42543036/4840 [=================>............] - ETA: 2s - loss: 20.0523 - mean_absolute_error: 2.42613082/4840 [==================>...........] - ETA: 1s - loss: 20.0560 - mean_absolute_error: 2.42673128/4840 [==================>...........] - ETA: 1s - loss: 20.0510 - mean_absolute_error: 2.42613173/4840 [==================>...........] - ETA: 1s - loss: 20.0412 - mean_absolute_error: 2.42483219/4840 [==================>...........] - ETA: 1s - loss: 20.0269 - mean_absolute_error: 2.42373265/4840 [===================>..........] - ETA: 1s - loss: 20.0354 - mean_absolute_error: 2.42483312/4840 [===================>..........] - ETA: 1s - loss: 20.0428 - mean_absolute_error: 2.42603349/4840 [===================>..........] - ETA: 1s - loss: 20.0438 - mean_absolute_error: 2.42613386/4840 [===================>..........] - ETA: 1s - loss: 20.0259 - mean_absolute_error: 2.42413432/4840 [====================>.........] - ETA: 1s - loss: 20.0315 - mean_absolute_error: 2.42473478/4840 [====================>.........] - ETA: 1s - loss: 20.0176 - mean_absolute_error: 2.42323522/4840 [====================>.........] - ETA: 1s - loss: 20.0275 - mean_absolute_error: 2.42463569/4840 [=====================>........] - ETA: 1s - loss: 20.0165 - mean_absolute_error: 2.42313616/4840 [=====================>........] - ETA: 1s - loss: 20.0100 - mean_absolute_error: 2.42283662/4840 [=====================>........] - ETA: 1s - loss: 20.0186 - mean_absolute_error: 2.42393705/4840 [=====================>........] - ETA: 1s - loss: 20.0122 - mean_absolute_error: 2.42373751/4840 [======================>.......] - ETA: 1s - loss: 19.9988 - mean_absolute_error: 2.42213797/4840 [======================>.......] - ETA: 1s - loss: 20.0060 - mean_absolute_error: 2.42343843/4840 [======================>.......] - ETA: 1s - loss: 19.9941 - mean_absolute_error: 2.42213889/4840 [=======================>......] - ETA: 1s - loss: 19.9949 - mean_absolute_error: 2.42233936/4840 [=======================>......] - ETA: 1s - loss: 19.9862 - mean_absolute_error: 2.42113982/4840 [=======================>......] - ETA: 0s - loss: 19.9910 - mean_absolute_error: 2.42184027/4840 [=======================>......] - ETA: 0s - loss: 19.9991 - mean_absolute_error: 2.42304073/4840 [========================>.....] - ETA: 0s - loss: 20.0056 - mean_absolute_error: 2.42364117/4840 [========================>.....] - ETA: 0s - loss: 19.9931 - mean_absolute_error: 2.42214163/4840 [========================>.....] - ETA: 0s - loss: 19.9850 - mean_absolute_error: 2.42134208/4840 [=========================>....] - ETA: 0s - loss: 19.9813 - mean_absolute_error: 2.42074254/4840 [=========================>....] - ETA: 0s - loss: 19.9683 - mean_absolute_error: 2.41924299/4840 [=========================>....] - ETA: 0s - loss: 19.9566 - mean_absolute_error: 2.41804346/4840 [=========================>....] - ETA: 0s - loss: 19.9691 - mean_absolute_error: 2.41954393/4840 [==========================>...] - ETA: 0s - loss: 19.9758 - mean_absolute_error: 2.42024438/4840 [==========================>...] - ETA: 0s - loss: 19.9574 - mean_absolute_error: 2.41804483/4840 [==========================>...] - ETA: 0s - loss: 19.9523 - mean_absolute_error: 2.41734529/4840 [===========================>..] - ETA: 0s - loss: 19.9454 - mean_absolute_error: 2.41654575/4840 [===========================>..] - ETA: 0s - loss: 19.9433 - mean_absolute_error: 2.41654621/4840 [===========================>..] - ETA: 0s - loss: 19.9575 - mean_absolute_error: 2.41804667/4840 [===========================>..] - ETA: 0s - loss: 19.9698 - mean_absolute_error: 2.41964714/4840 [============================>.] - ETA: 0s - loss: 19.9729 - mean_absolute_error: 2.42034759/4840 [============================>.] - ETA: 0s - loss: 19.9611 - mean_absolute_error: 2.41904805/4840 [============================>.] - ETA: 0s - loss: 19.9679 - mean_absolute_error: 2.42004840/4840 [==============================] - 6s 1ms/step - loss: 19.9695 - mean_absolute_error: 2.4204 - val_loss: 19.7156 - val_mean_absolute_error: 2.4001
Epoch 2/100
   1/4840 [..............................] - ETA: 9s - loss: 18.0828 - mean_absolute_error: 2.1021  44/4840 [..............................] - ETA: 5s - loss: 19.7503 - mean_absolute_error: 2.3795  86/4840 [..............................] - ETA: 5s - loss: 20.3188 - mean_absolute_error: 2.4598 128/4840 [..............................] - ETA: 5s - loss: 20.3775 - mean_absolute_error: 2.4660 168/4840 [>.............................] - ETA: 5s - loss: 20.3091 - mean_absolute_error: 2.4604 210/4840 [>.............................] - ETA: 5s - loss: 20.2682 - mean_absolute_error: 2.4549 254/4840 [>.............................] - ETA: 5s - loss: 20.2777 - mean_absolute_error: 2.4543 295/4840 [>.............................] - ETA: 5s - loss: 20.1046 - mean_absolute_error: 2.4401 339/4840 [=>............................] - ETA: 5s - loss: 20.2100 - mean_absolute_error: 2.4536 385/4840 [=>............................] - ETA: 5s - loss: 20.2593 - mean_absolute_error: 2.4619 431/4840 [=>............................] - ETA: 5s - loss: 20.1488 - mean_absolute_error: 2.4472 476/4840 [=>............................] - ETA: 5s - loss: 20.2472 - mean_absolute_error: 2.4607 520/4840 [==>...........................] - ETA: 5s - loss: 20.1370 - mean_absolute_error: 2.4466 565/4840 [==>...........................] - ETA: 4s - loss: 20.0453 - mean_absolute_error: 2.4397 608/4840 [==>...........................] - ETA: 4s - loss: 19.9778 - mean_absolute_error: 2.4353 655/4840 [===>..........................] - ETA: 4s - loss: 20.0135 - mean_absolute_error: 2.4379 700/4840 [===>..........................] - ETA: 4s - loss: 19.9364 - mean_absolute_error: 2.4287 743/4840 [===>..........................] - ETA: 4s - loss: 19.8875 - mean_absolute_error: 2.4256 788/4840 [===>..........................] - ETA: 4s - loss: 19.8926 - mean_absolute_error: 2.4261 833/4840 [====>.........................] - ETA: 4s - loss: 19.8249 - mean_absolute_error: 2.4200 879/4840 [====>.........................] - ETA: 4s - loss: 19.7938 - mean_absolute_error: 2.4172 926/4840 [====>.........................] - ETA: 4s - loss: 19.7479 - mean_absolute_error: 2.4129 970/4840 [=====>........................] - ETA: 4s - loss: 19.7751 - mean_absolute_error: 2.41481015/4840 [=====>........................] - ETA: 4s - loss: 19.7593 - mean_absolute_error: 2.41531058/4840 [=====>........................] - ETA: 4s - loss: 19.7707 - mean_absolute_error: 2.41591102/4840 [=====>........................] - ETA: 4s - loss: 19.7699 - mean_absolute_error: 2.41711148/4840 [======>.......................] - ETA: 4s - loss: 19.7304 - mean_absolute_error: 2.41261194/4840 [======>.......................] - ETA: 4s - loss: 19.7310 - mean_absolute_error: 2.41331239/4840 [======>.......................] - ETA: 4s - loss: 19.7212 - mean_absolute_error: 2.41301284/4840 [======>.......................] - ETA: 4s - loss: 19.7111 - mean_absolute_error: 2.41231328/4840 [=======>......................] - ETA: 4s - loss: 19.7279 - mean_absolute_error: 2.41481373/4840 [=======>......................] - ETA: 3s - loss: 19.7093 - mean_absolute_error: 2.41371417/4840 [=======>......................] - ETA: 3s - loss: 19.6908 - mean_absolute_error: 2.41191464/4840 [========>.....................] - ETA: 3s - loss: 19.6998 - mean_absolute_error: 2.41351509/4840 [========>.....................] - ETA: 3s - loss: 19.6924 - mean_absolute_error: 2.41321555/4840 [========>.....................] - ETA: 3s - loss: 19.6951 - mean_absolute_error: 2.41331599/4840 [========>.....................] - ETA: 3s - loss: 19.7175 - mean_absolute_error: 2.41671643/4840 [=========>....................] - ETA: 3s - loss: 19.7419 - mean_absolute_error: 2.41921688/4840 [=========>....................] - ETA: 3s - loss: 19.7454 - mean_absolute_error: 2.41871733/4840 [=========>....................] - ETA: 3s - loss: 19.7258 - mean_absolute_error: 2.41761778/4840 [==========>...................] - ETA: 3s - loss: 19.7558 - mean_absolute_error: 2.42081821/4840 [==========>...................] - ETA: 3s - loss: 19.7055 - mean_absolute_error: 2.41611865/4840 [==========>...................] - ETA: 3s - loss: 19.7176 - mean_absolute_error: 2.41861909/4840 [==========>...................] - ETA: 3s - loss: 19.7205 - mean_absolute_error: 2.41861953/4840 [===========>..................] - ETA: 3s - loss: 19.7194 - mean_absolute_error: 2.41931997/4840 [===========>..................] - ETA: 3s - loss: 19.7259 - mean_absolute_error: 2.42032042/4840 [===========>..................] - ETA: 3s - loss: 19.7093 - mean_absolute_error: 2.41942087/4840 [===========>..................] - ETA: 3s - loss: 19.7268 - mean_absolute_error: 2.42172131/4840 [============>.................] - ETA: 3s - loss: 19.7259 - mean_absolute_error: 2.42182166/4840 [============>.................] - ETA: 3s - loss: 19.7213 - mean_absolute_error: 2.42192210/4840 [============>.................] - ETA: 3s - loss: 19.7250 - mean_absolute_error: 2.42352255/4840 [============>.................] - ETA: 2s - loss: 19.7387 - mean_absolute_error: 2.42542298/4840 [=============>................] - ETA: 2s - loss: 19.7292 - mean_absolute_error: 2.42492342/4840 [=============>................] - ETA: 2s - loss: 19.7356 - mean_absolute_error: 2.42652385/4840 [=============>................] - ETA: 2s - loss: 19.7370 - mean_absolute_error: 2.42672429/4840 [==============>...............] - ETA: 2s - loss: 19.7350 - mean_absolute_error: 2.42782475/4840 [==============>...............] - ETA: 2s - loss: 19.7354 - mean_absolute_error: 2.42952521/4840 [==============>...............] - ETA: 2s - loss: 19.7215 - mean_absolute_error: 2.42872567/4840 [==============>...............] - ETA: 2s - loss: 19.7200 - mean_absolute_error: 2.42912612/4840 [===============>..............] - ETA: 2s - loss: 19.6855 - mean_absolute_error: 2.42522658/4840 [===============>..............] - ETA: 2s - loss: 19.6782 - mean_absolute_error: 2.42502701/4840 [===============>..............] - ETA: 2s - loss: 19.6644 - mean_absolute_error: 2.42382742/4840 [===============>..............] - ETA: 2s - loss: 19.6361 - mean_absolute_error: 2.42152785/4840 [================>.............] - ETA: 2s - loss: 19.6318 - mean_absolute_error: 2.42222831/4840 [================>.............] - ETA: 2s - loss: 19.6092 - mean_absolute_error: 2.42032876/4840 [================>.............] - ETA: 2s - loss: 19.6221 - mean_absolute_error: 2.42252922/4840 [=================>............] - ETA: 2s - loss: 19.6066 - mean_absolute_error: 2.42122967/4840 [=================>............] - ETA: 2s - loss: 19.5869 - mean_absolute_error: 2.41983012/4840 [=================>............] - ETA: 2s - loss: 19.5833 - mean_absolute_error: 2.41993056/4840 [=================>............] - ETA: 2s - loss: 19.5849 - mean_absolute_error: 2.42083102/4840 [==================>...........] - ETA: 1s - loss: 19.5933 - mean_absolute_error: 2.42253147/4840 [==================>...........] - ETA: 1s - loss: 19.5949 - mean_absolute_error: 2.42383191/4840 [==================>...........] - ETA: 1s - loss: 19.5720 - mean_absolute_error: 2.42163237/4840 [===================>..........] - ETA: 1s - loss: 19.5598 - mean_absolute_error: 2.42093282/4840 [===================>..........] - ETA: 1s - loss: 19.5730 - mean_absolute_error: 2.42263327/4840 [===================>..........] - ETA: 1s - loss: 19.5609 - mean_absolute_error: 2.42193372/4840 [===================>..........] - ETA: 1s - loss: 19.5606 - mean_absolute_error: 2.42263417/4840 [====================>.........] - ETA: 1s - loss: 19.5824 - mean_absolute_error: 2.42583462/4840 [====================>.........] - ETA: 1s - loss: 19.5667 - mean_absolute_error: 2.42473508/4840 [====================>.........] - ETA: 1s - loss: 19.5614 - mean_absolute_error: 2.42443554/4840 [=====================>........] - ETA: 1s - loss: 19.5673 - mean_absolute_error: 2.42583598/4840 [=====================>........] - ETA: 1s - loss: 19.5732 - mean_absolute_error: 2.42753644/4840 [=====================>........] - ETA: 1s - loss: 19.5916 - mean_absolute_error: 2.43033688/4840 [=====================>........] - ETA: 1s - loss: 19.5850 - mean_absolute_error: 2.43003733/4840 [======================>.......] - ETA: 1s - loss: 19.5975 - mean_absolute_error: 2.43213777/4840 [======================>.......] - ETA: 1s - loss: 19.5980 - mean_absolute_error: 2.43263822/4840 [======================>.......] - ETA: 1s - loss: 19.5987 - mean_absolute_error: 2.43343868/4840 [======================>.......] - ETA: 1s - loss: 19.5976 - mean_absolute_error: 2.43363913/4840 [=======================>......] - ETA: 1s - loss: 19.5767 - mean_absolute_error: 2.43223959/4840 [=======================>......] - ETA: 1s - loss: 19.5767 - mean_absolute_error: 2.43284005/4840 [=======================>......] - ETA: 0s - loss: 19.5760 - mean_absolute_error: 2.43334052/4840 [========================>.....] - ETA: 0s - loss: 19.5754 - mean_absolute_error: 2.43384098/4840 [========================>.....] - ETA: 0s - loss: 19.5773 - mean_absolute_error: 2.43444143/4840 [========================>.....] - ETA: 0s - loss: 19.5768 - mean_absolute_error: 2.43494188/4840 [========================>.....] - ETA: 0s - loss: 19.5955 - mean_absolute_error: 2.43794234/4840 [=========================>....] - ETA: 0s - loss: 19.5827 - mean_absolute_error: 2.43734280/4840 [=========================>....] - ETA: 0s - loss: 19.5699 - mean_absolute_error: 2.43654326/4840 [=========================>....] - ETA: 0s - loss: 19.5589 - mean_absolute_error: 2.43594373/4840 [==========================>...] - ETA: 0s - loss: 19.5567 - mean_absolute_error: 2.43664419/4840 [==========================>...] - ETA: 0s - loss: 19.5370 - mean_absolute_error: 2.43514465/4840 [==========================>...] - ETA: 0s - loss: 19.5289 - mean_absolute_error: 2.43474510/4840 [==========================>...] - ETA: 0s - loss: 19.5171 - mean_absolute_error: 2.43414555/4840 [===========================>..] - ETA: 0s - loss: 19.5181 - mean_absolute_error: 2.43464600/4840 [===========================>..] - ETA: 0s - loss: 19.5195 - mean_absolute_error: 2.43574647/4840 [===========================>..] - ETA: 0s - loss: 19.5134 - mean_absolute_error: 2.43544693/4840 [============================>.] - ETA: 0s - loss: 19.5125 - mean_absolute_error: 2.43614738/4840 [============================>.] - ETA: 0s - loss: 19.5105 - mean_absolute_error: 2.43654784/4840 [============================>.] - ETA: 0s - loss: 19.5082 - mean_absolute_error: 2.43714830/4840 [============================>.] - ETA: 0s - loss: 19.5068 - mean_absolute_error: 2.43754840/4840 [==============================] - 6s 1ms/step - loss: 19.5028 - mean_absolute_error: 2.4372 - val_loss: 18.8252 - val_mean_absolute_error: 2.4367
Epoch 3/100
   1/4840 [..............................] - ETA: 9s - loss: 28.0949 - mean_absolute_error: 3.5204  46/4840 [..............................] - ETA: 5s - loss: 19.3979 - mean_absolute_error: 2.5148  91/4840 [..............................] - ETA: 5s - loss: 19.2736 - mean_absolute_error: 2.4892 136/4840 [..............................] - ETA: 5s - loss: 18.7583 - mean_absolute_error: 2.4351 182/4840 [>.............................] - ETA: 5s - loss: 18.8229 - mean_absolute_error: 2.4386 229/4840 [>.............................] - ETA: 5s - loss: 18.6730 - mean_absolute_error: 2.4237 275/4840 [>.............................] - ETA: 5s - loss: 18.8355 - mean_absolute_error: 2.4426 322/4840 [>.............................] - ETA: 4s - loss: 18.8787 - mean_absolute_error: 2.4483 366/4840 [=>............................] - ETA: 4s - loss: 18.9045 - mean_absolute_error: 2.4484 410/4840 [=>............................] - ETA: 4s - loss: 18.8607 - mean_absolute_error: 2.4447 454/4840 [=>............................] - ETA: 4s - loss: 18.8284 - mean_absolute_error: 2.4435 499/4840 [==>...........................] - ETA: 4s - loss: 18.8383 - mean_absolute_error: 2.4462 543/4840 [==>...........................] - ETA: 4s - loss: 18.8541 - mean_absolute_error: 2.4495 586/4840 [==>...........................] - ETA: 4s - loss: 18.7597 - mean_absolute_error: 2.4425 631/4840 [==>...........................] - ETA: 4s - loss: 18.6891 - mean_absolute_error: 2.4355 675/4840 [===>..........................] - ETA: 4s - loss: 18.7595 - mean_absolute_error: 2.4430 721/4840 [===>..........................] - ETA: 4s - loss: 18.8319 - mean_absolute_error: 2.4516 766/4840 [===>..........................] - ETA: 4s - loss: 18.7873 - mean_absolute_error: 2.4488 810/4840 [====>.........................] - ETA: 4s - loss: 18.7907 - mean_absolute_error: 2.4498 856/4840 [====>.........................] - ETA: 4s - loss: 18.8305 - mean_absolute_error: 2.4568 901/4840 [====>.........................] - ETA: 4s - loss: 18.8638 - mean_absolute_error: 2.4620 946/4840 [====>.........................] - ETA: 4s - loss: 18.8494 - mean_absolute_error: 2.4629 992/4840 [=====>........................] - ETA: 4s - loss: 18.8084 - mean_absolute_error: 2.45921037/4840 [=====>........................] - ETA: 4s - loss: 18.8183 - mean_absolute_error: 2.46071082/4840 [=====>........................] - ETA: 4s - loss: 18.7772 - mean_absolute_error: 2.45731128/4840 [=====>........................] - ETA: 4s - loss: 18.7221 - mean_absolute_error: 2.45301174/4840 [======>.......................] - ETA: 4s - loss: 18.7238 - mean_absolute_error: 2.45361220/4840 [======>.......................] - ETA: 4s - loss: 18.8111 - mean_absolute_error: 2.46411264/4840 [======>.......................] - ETA: 4s - loss: 18.8242 - mean_absolute_error: 2.46611309/4840 [=======>......................] - ETA: 3s - loss: 18.7804 - mean_absolute_error: 2.46211355/4840 [=======>......................] - ETA: 3s - loss: 18.7894 - mean_absolute_error: 2.46381400/4840 [=======>......................] - ETA: 3s - loss: 18.7826 - mean_absolute_error: 2.46411447/4840 [=======>......................] - ETA: 3s - loss: 18.8003 - mean_absolute_error: 2.46731491/4840 [========>.....................] - ETA: 3s - loss: 18.7993 - mean_absolute_error: 2.46881537/4840 [========>.....................] - ETA: 3s - loss: 18.7907 - mean_absolute_error: 2.46851582/4840 [========>.....................] - ETA: 3s - loss: 18.7821 - mean_absolute_error: 2.46741629/4840 [=========>....................] - ETA: 3s - loss: 18.7681 - mean_absolute_error: 2.46641675/4840 [=========>....................] - ETA: 3s - loss: 18.7556 - mean_absolute_error: 2.46551720/4840 [=========>....................] - ETA: 3s - loss: 18.7692 - mean_absolute_error: 2.46861765/4840 [=========>....................] - ETA: 3s - loss: 18.7544 - mean_absolute_error: 2.46771811/4840 [==========>...................] - ETA: 3s - loss: 18.7408 - mean_absolute_error: 2.46721854/4840 [==========>...................] - ETA: 3s - loss: 18.7217 - mean_absolute_error: 2.46631899/4840 [==========>...................] - ETA: 3s - loss: 18.7104 - mean_absolute_error: 2.46571944/4840 [===========>..................] - ETA: 3s - loss: 18.6998 - mean_absolute_error: 2.46531988/4840 [===========>..................] - ETA: 3s - loss: 18.7087 - mean_absolute_error: 2.46742031/4840 [===========>..................] - ETA: 3s - loss: 18.6954 - mean_absolute_error: 2.46662074/4840 [===========>..................] - ETA: 3s - loss: 18.6810 - mean_absolute_error: 2.46632119/4840 [============>.................] - ETA: 3s - loss: 18.6456 - mean_absolute_error: 2.46342164/4840 [============>.................] - ETA: 3s - loss: 18.6398 - mean_absolute_error: 2.46362210/4840 [============>.................] - ETA: 2s - loss: 18.6364 - mean_absolute_error: 2.46322257/4840 [============>.................] - ETA: 2s - loss: 18.6416 - mean_absolute_error: 2.46492301/4840 [=============>................] - ETA: 2s - loss: 18.6389 - mean_absolute_error: 2.46542345/4840 [=============>................] - ETA: 2s - loss: 18.6264 - mean_absolute_error: 2.46452388/4840 [=============>................] - ETA: 2s - loss: 18.6258 - mean_absolute_error: 2.46572432/4840 [==============>...............] - ETA: 2s - loss: 18.6083 - mean_absolute_error: 2.46482476/4840 [==============>...............] - ETA: 2s - loss: 18.6125 - mean_absolute_error: 2.46662519/4840 [==============>...............] - ETA: 2s - loss: 18.6081 - mean_absolute_error: 2.46642562/4840 [==============>...............] - ETA: 2s - loss: 18.6221 - mean_absolute_error: 2.46862606/4840 [===============>..............] - ETA: 2s - loss: 18.6092 - mean_absolute_error: 2.46822651/4840 [===============>..............] - ETA: 2s - loss: 18.6142 - mean_absolute_error: 2.46972696/4840 [===============>..............] - ETA: 2s - loss: 18.6199 - mean_absolute_error: 2.47132740/4840 [===============>..............] - ETA: 2s - loss: 18.6086 - mean_absolute_error: 2.47042784/4840 [================>.............] - ETA: 2s - loss: 18.6160 - mean_absolute_error: 2.47222826/4840 [================>.............] - ETA: 2s - loss: 18.6022 - mean_absolute_error: 2.47162868/4840 [================>.............] - ETA: 2s - loss: 18.5837 - mean_absolute_error: 2.47012911/4840 [=================>............] - ETA: 2s - loss: 18.5600 - mean_absolute_error: 2.46822954/4840 [=================>............] - ETA: 2s - loss: 18.5422 - mean_absolute_error: 2.46672997/4840 [=================>............] - ETA: 2s - loss: 18.5343 - mean_absolute_error: 2.46643040/4840 [=================>............] - ETA: 2s - loss: 18.5224 - mean_absolute_error: 2.46583086/4840 [==================>...........] - ETA: 1s - loss: 18.5344 - mean_absolute_error: 2.46803132/4840 [==================>...........] - ETA: 1s - loss: 18.5326 - mean_absolute_error: 2.46893176/4840 [==================>...........] - ETA: 1s - loss: 18.5290 - mean_absolute_error: 2.46923221/4840 [==================>...........] - ETA: 1s - loss: 18.5288 - mean_absolute_error: 2.47003266/4840 [===================>..........] - ETA: 1s - loss: 18.5248 - mean_absolute_error: 2.47053311/4840 [===================>..........] - ETA: 1s - loss: 18.5402 - mean_absolute_error: 2.47283355/4840 [===================>..........] - ETA: 1s - loss: 18.5207 - mean_absolute_error: 2.47153401/4840 [====================>.........] - ETA: 1s - loss: 18.5035 - mean_absolute_error: 2.47043447/4840 [====================>.........] - ETA: 1s - loss: 18.5065 - mean_absolute_error: 2.47173492/4840 [====================>.........] - ETA: 1s - loss: 18.5041 - mean_absolute_error: 2.47243540/4840 [====================>.........] - ETA: 1s - loss: 18.5065 - mean_absolute_error: 2.47363585/4840 [=====================>........] - ETA: 1s - loss: 18.4963 - mean_absolute_error: 2.47373630/4840 [=====================>........] - ETA: 1s - loss: 18.4948 - mean_absolute_error: 2.47493675/4840 [=====================>........] - ETA: 1s - loss: 18.4957 - mean_absolute_error: 2.47573720/4840 [======================>.......] - ETA: 1s - loss: 18.4993 - mean_absolute_error: 2.47743764/4840 [======================>.......] - ETA: 1s - loss: 18.4841 - mean_absolute_error: 2.47633809/4840 [======================>.......] - ETA: 1s - loss: 18.4663 - mean_absolute_error: 2.47533856/4840 [======================>.......] - ETA: 1s - loss: 18.4606 - mean_absolute_error: 2.47583902/4840 [=======================>......] - ETA: 1s - loss: 18.4522 - mean_absolute_error: 2.47583947/4840 [=======================>......] - ETA: 1s - loss: 18.4384 - mean_absolute_error: 2.47533993/4840 [=======================>......] - ETA: 0s - loss: 18.4279 - mean_absolute_error: 2.47504041/4840 [========================>.....] - ETA: 0s - loss: 18.4082 - mean_absolute_error: 2.47384085/4840 [========================>.....] - ETA: 0s - loss: 18.3999 - mean_absolute_error: 2.47404130/4840 [========================>.....] - ETA: 0s - loss: 18.4038 - mean_absolute_error: 2.47534174/4840 [========================>.....] - ETA: 0s - loss: 18.3883 - mean_absolute_error: 2.47444220/4840 [=========================>....] - ETA: 0s - loss: 18.3786 - mean_absolute_error: 2.47414265/4840 [=========================>....] - ETA: 0s - loss: 18.3829 - mean_absolute_error: 2.47534311/4840 [=========================>....] - ETA: 0s - loss: 18.3944 - mean_absolute_error: 2.47744356/4840 [==========================>...] - ETA: 0s - loss: 18.3943 - mean_absolute_error: 2.47834401/4840 [==========================>...] - ETA: 0s - loss: 18.3850 - mean_absolute_error: 2.47834446/4840 [==========================>...] - ETA: 0s - loss: 18.3661 - mean_absolute_error: 2.47724490/4840 [==========================>...] - ETA: 0s - loss: 18.3526 - mean_absolute_error: 2.47674534/4840 [===========================>..] - ETA: 0s - loss: 18.3496 - mean_absolute_error: 2.47754578/4840 [===========================>..] - ETA: 0s - loss: 18.3372 - mean_absolute_error: 2.47704621/4840 [===========================>..] - ETA: 0s - loss: 18.3393 - mean_absolute_error: 2.47854665/4840 [===========================>..] - ETA: 0s - loss: 18.3437 - mean_absolute_error: 2.48004712/4840 [============================>.] - ETA: 0s - loss: 18.3342 - mean_absolute_error: 2.47994757/4840 [============================>.] - ETA: 0s - loss: 18.3330 - mean_absolute_error: 2.48084804/4840 [============================>.] - ETA: 0s - loss: 18.3145 - mean_absolute_error: 2.47974840/4840 [==============================] - 6s 1ms/step - loss: 18.3154 - mean_absolute_error: 2.4806 - val_loss: 17.5318 - val_mean_absolute_error: 2.4929
Epoch 4/100
   1/4840 [..............................] - ETA: 9s - loss: 10.1927 - mean_absolute_error: 1.8591  47/4840 [..............................] - ETA: 5s - loss: 17.7386 - mean_absolute_error: 2.5377  92/4840 [..............................] - ETA: 5s - loss: 17.7182 - mean_absolute_error: 2.5386 138/4840 [..............................] - ETA: 5s - loss: 17.9533 - mean_absolute_error: 2.5640 185/4840 [>.............................] - ETA: 5s - loss: 18.1219 - mean_absolute_error: 2.5834 232/4840 [>.............................] - ETA: 5s - loss: 18.1753 - mean_absolute_error: 2.5883 278/4840 [>.............................] - ETA: 5s - loss: 18.1914 - mean_absolute_error: 2.5908 324/4840 [=>............................] - ETA: 4s - loss: 18.0767 - mean_absolute_error: 2.5741 371/4840 [=>............................] - ETA: 4s - loss: 17.9573 - mean_absolute_error: 2.5625 417/4840 [=>............................] - ETA: 4s - loss: 17.8487 - mean_absolute_error: 2.5487 460/4840 [=>............................] - ETA: 4s - loss: 17.7361 - mean_absolute_error: 2.5345 501/4840 [==>...........................] - ETA: 4s - loss: 17.7050 - mean_absolute_error: 2.5313 549/4840 [==>...........................] - ETA: 4s - loss: 17.6959 - mean_absolute_error: 2.5311 599/4840 [==>...........................] - ETA: 4s - loss: 17.6919 - mean_absolute_error: 2.5298 646/4840 [===>..........................] - ETA: 4s - loss: 17.6594 - mean_absolute_error: 2.5276 691/4840 [===>..........................] - ETA: 4s - loss: 17.6188 - mean_absolute_error: 2.5239 736/4840 [===>..........................] - ETA: 4s - loss: 17.6575 - mean_absolute_error: 2.5287 782/4840 [===>..........................] - ETA: 4s - loss: 17.5949 - mean_absolute_error: 2.5221 828/4840 [====>.........................] - ETA: 4s - loss: 17.6142 - mean_absolute_error: 2.5250 873/4840 [====>.........................] - ETA: 4s - loss: 17.5494 - mean_absolute_error: 2.5186 912/4840 [====>.........................] - ETA: 4s - loss: 17.5267 - mean_absolute_error: 2.5164 954/4840 [====>.........................] - ETA: 4s - loss: 17.5519 - mean_absolute_error: 2.5205 999/4840 [=====>........................] - ETA: 4s - loss: 17.5301 - mean_absolute_error: 2.51911043/4840 [=====>........................] - ETA: 4s - loss: 17.5529 - mean_absolute_error: 2.52201085/4840 [=====>........................] - ETA: 4s - loss: 17.5118 - mean_absolute_error: 2.51811132/4840 [======>.......................] - ETA: 4s - loss: 17.4336 - mean_absolute_error: 2.51271179/4840 [======>.......................] - ETA: 4s - loss: 17.3967 - mean_absolute_error: 2.50981224/4840 [======>.......................] - ETA: 4s - loss: 17.3867 - mean_absolute_error: 2.50971271/4840 [======>.......................] - ETA: 3s - loss: 17.3401 - mean_absolute_error: 2.50451318/4840 [=======>......................] - ETA: 3s - loss: 17.2934 - mean_absolute_error: 2.50071361/4840 [=======>......................] - ETA: 3s - loss: 17.3161 - mean_absolute_error: 2.50351405/4840 [=======>......................] - ETA: 3s - loss: 17.2979 - mean_absolute_error: 2.50241449/4840 [=======>......................] - ETA: 3s - loss: 17.2830 - mean_absolute_error: 2.50101494/4840 [========>.....................] - ETA: 3s - loss: 17.3004 - mean_absolute_error: 2.50311540/4840 [========>.....................] - ETA: 3s - loss: 17.2496 - mean_absolute_error: 2.49801587/4840 [========>.....................] - ETA: 3s - loss: 17.2894 - mean_absolute_error: 2.50401632/4840 [=========>....................] - ETA: 3s - loss: 17.2676 - mean_absolute_error: 2.50261675/4840 [=========>....................] - ETA: 3s - loss: 17.2519 - mean_absolute_error: 2.50161719/4840 [=========>....................] - ETA: 3s - loss: 17.2533 - mean_absolute_error: 2.50191766/4840 [=========>....................] - ETA: 3s - loss: 17.2314 - mean_absolute_error: 2.50051810/4840 [==========>...................] - ETA: 3s - loss: 17.2450 - mean_absolute_error: 2.50221854/4840 [==========>...................] - ETA: 3s - loss: 17.2265 - mean_absolute_error: 2.50091899/4840 [==========>...................] - ETA: 3s - loss: 17.2111 - mean_absolute_error: 2.49951946/4840 [===========>..................] - ETA: 3s - loss: 17.2046 - mean_absolute_error: 2.49931992/4840 [===========>..................] - ETA: 3s - loss: 17.2222 - mean_absolute_error: 2.50222039/4840 [===========>..................] - ETA: 3s - loss: 17.2417 - mean_absolute_error: 2.50552085/4840 [===========>..................] - ETA: 3s - loss: 17.2436 - mean_absolute_error: 2.50682132/4840 [============>.................] - ETA: 3s - loss: 17.2579 - mean_absolute_error: 2.50902178/4840 [============>.................] - ETA: 2s - loss: 17.2614 - mean_absolute_error: 2.51052225/4840 [============>.................] - ETA: 2s - loss: 17.2626 - mean_absolute_error: 2.51142271/4840 [=============>................] - ETA: 2s - loss: 17.2813 - mean_absolute_error: 2.51492316/4840 [=============>................] - ETA: 2s - loss: 17.2509 - mean_absolute_error: 2.51232361/4840 [=============>................] - ETA: 2s - loss: 17.2059 - mean_absolute_error: 2.50842408/4840 [=============>................] - ETA: 2s - loss: 17.1844 - mean_absolute_error: 2.50672456/4840 [==============>...............] - ETA: 2s - loss: 17.1964 - mean_absolute_error: 2.50882502/4840 [==============>...............] - ETA: 2s - loss: 17.1900 - mean_absolute_error: 2.50942546/4840 [==============>...............] - ETA: 2s - loss: 17.1598 - mean_absolute_error: 2.50692590/4840 [===============>..............] - ETA: 2s - loss: 17.1614 - mean_absolute_error: 2.50792635/4840 [===============>..............] - ETA: 2s - loss: 17.1577 - mean_absolute_error: 2.50792682/4840 [===============>..............] - ETA: 2s - loss: 17.1522 - mean_absolute_error: 2.50822727/4840 [===============>..............] - ETA: 2s - loss: 17.1468 - mean_absolute_error: 2.50832774/4840 [================>.............] - ETA: 2s - loss: 17.1460 - mean_absolute_error: 2.50942819/4840 [================>.............] - ETA: 2s - loss: 17.1549 - mean_absolute_error: 2.51152865/4840 [================>.............] - ETA: 2s - loss: 17.1353 - mean_absolute_error: 2.51042911/4840 [=================>............] - ETA: 2s - loss: 17.1353 - mean_absolute_error: 2.51132958/4840 [=================>............] - ETA: 2s - loss: 17.1208 - mean_absolute_error: 2.51073003/4840 [=================>............] - ETA: 2s - loss: 17.1170 - mean_absolute_error: 2.51133049/4840 [=================>............] - ETA: 1s - loss: 17.1237 - mean_absolute_error: 2.51293094/4840 [==================>...........] - ETA: 1s - loss: 17.1164 - mean_absolute_error: 2.51313140/4840 [==================>...........] - ETA: 1s - loss: 17.1224 - mean_absolute_error: 2.51443185/4840 [==================>...........] - ETA: 1s - loss: 17.1276 - mean_absolute_error: 2.51583231/4840 [===================>..........] - ETA: 1s - loss: 17.1060 - mean_absolute_error: 2.51463276/4840 [===================>..........] - ETA: 1s - loss: 17.1031 - mean_absolute_error: 2.51513320/4840 [===================>..........] - ETA: 1s - loss: 17.0901 - mean_absolute_error: 2.51463366/4840 [===================>..........] - ETA: 1s - loss: 17.0850 - mean_absolute_error: 2.51483412/4840 [====================>.........] - ETA: 1s - loss: 17.0725 - mean_absolute_error: 2.51413457/4840 [====================>.........] - ETA: 1s - loss: 17.0598 - mean_absolute_error: 2.51353502/4840 [====================>.........] - ETA: 1s - loss: 17.0534 - mean_absolute_error: 2.51373550/4840 [=====================>........] - ETA: 1s - loss: 17.0619 - mean_absolute_error: 2.51613596/4840 [=====================>........] - ETA: 1s - loss: 17.0644 - mean_absolute_error: 2.51753641/4840 [=====================>........] - ETA: 1s - loss: 17.0560 - mean_absolute_error: 2.51773686/4840 [=====================>........] - ETA: 1s - loss: 17.0596 - mean_absolute_error: 2.51893732/4840 [======================>.......] - ETA: 1s - loss: 17.0475 - mean_absolute_error: 2.51863777/4840 [======================>.......] - ETA: 1s - loss: 17.0392 - mean_absolute_error: 2.51863823/4840 [======================>.......] - ETA: 1s - loss: 17.0343 - mean_absolute_error: 2.51913869/4840 [======================>.......] - ETA: 1s - loss: 17.0278 - mean_absolute_error: 2.51963914/4840 [=======================>......] - ETA: 1s - loss: 17.0331 - mean_absolute_error: 2.52103960/4840 [=======================>......] - ETA: 0s - loss: 17.0275 - mean_absolute_error: 2.52174006/4840 [=======================>......] - ETA: 0s - loss: 17.0373 - mean_absolute_error: 2.52374051/4840 [========================>.....] - ETA: 0s - loss: 17.0252 - mean_absolute_error: 2.52334096/4840 [========================>.....] - ETA: 0s - loss: 17.0117 - mean_absolute_error: 2.52284140/4840 [========================>.....] - ETA: 0s - loss: 17.0073 - mean_absolute_error: 2.52344186/4840 [========================>.....] - ETA: 0s - loss: 16.9977 - mean_absolute_error: 2.52344231/4840 [=========================>....] - ETA: 0s - loss: 16.9800 - mean_absolute_error: 2.52244278/4840 [=========================>....] - ETA: 0s - loss: 16.9644 - mean_absolute_error: 2.52174324/4840 [=========================>....] - ETA: 0s - loss: 16.9595 - mean_absolute_error: 2.52204369/4840 [==========================>...] - ETA: 0s - loss: 16.9539 - mean_absolute_error: 2.52254413/4840 [==========================>...] - ETA: 0s - loss: 16.9524 - mean_absolute_error: 2.52344459/4840 [==========================>...] - ETA: 0s - loss: 16.9480 - mean_absolute_error: 2.52404504/4840 [==========================>...] - ETA: 0s - loss: 16.9394 - mean_absolute_error: 2.52384549/4840 [===========================>..] - ETA: 0s - loss: 16.9379 - mean_absolute_error: 2.52434594/4840 [===========================>..] - ETA: 0s - loss: 16.9354 - mean_absolute_error: 2.52494640/4840 [===========================>..] - ETA: 0s - loss: 16.9391 - mean_absolute_error: 2.52654685/4840 [============================>.] - ETA: 0s - loss: 16.9246 - mean_absolute_error: 2.52534731/4840 [============================>.] - ETA: 0s - loss: 16.9341 - mean_absolute_error: 2.52734777/4840 [============================>.] - ETA: 0s - loss: 16.9255 - mean_absolute_error: 2.52714823/4840 [============================>.] - ETA: 0s - loss: 16.9213 - mean_absolute_error: 2.52744840/4840 [==============================] - 6s 1ms/step - loss: 16.9184 - mean_absolute_error: 2.5275 - val_loss: 16.2742 - val_mean_absolute_error: 2.5466
Epoch 5/100
   1/4840 [..............................] - ETA: 9s - loss: 26.3304 - mean_absolute_error: 3.5084  47/4840 [..............................] - ETA: 5s - loss: 16.6443 - mean_absolute_error: 2.5887  93/4840 [..............................] - ETA: 5s - loss: 17.0853 - mean_absolute_error: 2.6521 139/4840 [..............................] - ETA: 5s - loss: 16.5603 - mean_absolute_error: 2.6015 185/4840 [>.............................] - ETA: 5s - loss: 16.4136 - mean_absolute_error: 2.5867 228/4840 [>.............................] - ETA: 5s - loss: 16.3627 - mean_absolute_error: 2.5736 275/4840 [>.............................] - ETA: 5s - loss: 16.4782 - mean_absolute_error: 2.5872 321/4840 [>.............................] - ETA: 5s - loss: 16.3766 - mean_absolute_error: 2.5783 366/4840 [=>............................] - ETA: 4s - loss: 16.4476 - mean_absolute_error: 2.5871 410/4840 [=>............................] - ETA: 4s - loss: 16.4277 - mean_absolute_error: 2.5865 455/4840 [=>............................] - ETA: 4s - loss: 16.3276 - mean_absolute_error: 2.5750 500/4840 [==>...........................] - ETA: 4s - loss: 16.4463 - mean_absolute_error: 2.5867 544/4840 [==>...........................] - ETA: 4s - loss: 16.5057 - mean_absolute_error: 2.5938 590/4840 [==>...........................] - ETA: 4s - loss: 16.5284 - mean_absolute_error: 2.5955 636/4840 [==>...........................] - ETA: 4s - loss: 16.4352 - mean_absolute_error: 2.5840 682/4840 [===>..........................] - ETA: 4s - loss: 16.4313 - mean_absolute_error: 2.5839 727/4840 [===>..........................] - ETA: 4s - loss: 16.3439 - mean_absolute_error: 2.5744 773/4840 [===>..........................] - ETA: 4s - loss: 16.3390 - mean_absolute_error: 2.5747 818/4840 [====>.........................] - ETA: 4s - loss: 16.3123 - mean_absolute_error: 2.5726 862/4840 [====>.........................] - ETA: 4s - loss: 16.3074 - mean_absolute_error: 2.5722 908/4840 [====>.........................] - ETA: 4s - loss: 16.2641 - mean_absolute_error: 2.5694 954/4840 [====>.........................] - ETA: 4s - loss: 16.3068 - mean_absolute_error: 2.57451000/4840 [=====>........................] - ETA: 4s - loss: 16.2272 - mean_absolute_error: 2.56581045/4840 [=====>........................] - ETA: 4s - loss: 16.1688 - mean_absolute_error: 2.56231092/4840 [=====>........................] - ETA: 4s - loss: 16.0926 - mean_absolute_error: 2.55421134/4840 [======>.......................] - ETA: 4s - loss: 16.1132 - mean_absolute_error: 2.55731180/4840 [======>.......................] - ETA: 4s - loss: 16.1113 - mean_absolute_error: 2.55791226/4840 [======>.......................] - ETA: 4s - loss: 16.1467 - mean_absolute_error: 2.56331271/4840 [======>.......................] - ETA: 3s - loss: 16.1030 - mean_absolute_error: 2.55931317/4840 [=======>......................] - ETA: 3s - loss: 16.1039 - mean_absolute_error: 2.55971361/4840 [=======>......................] - ETA: 3s - loss: 16.0840 - mean_absolute_error: 2.55811404/4840 [=======>......................] - ETA: 3s - loss: 16.0961 - mean_absolute_error: 2.55961449/4840 [=======>......................] - ETA: 3s - loss: 16.1070 - mean_absolute_error: 2.56221493/4840 [========>.....................] - ETA: 3s - loss: 16.1016 - mean_absolute_error: 2.56241539/4840 [========>.....................] - ETA: 3s - loss: 16.1115 - mean_absolute_error: 2.56371584/4840 [========>.....................] - ETA: 3s - loss: 16.0901 - mean_absolute_error: 2.56171628/4840 [=========>....................] - ETA: 3s - loss: 16.0857 - mean_absolute_error: 2.56091674/4840 [=========>....................] - ETA: 3s - loss: 16.0776 - mean_absolute_error: 2.56071720/4840 [=========>....................] - ETA: 3s - loss: 16.0732 - mean_absolute_error: 2.56021766/4840 [=========>....................] - ETA: 3s - loss: 16.0796 - mean_absolute_error: 2.56181811/4840 [==========>...................] - ETA: 3s - loss: 16.1006 - mean_absolute_error: 2.56511857/4840 [==========>...................] - ETA: 3s - loss: 16.1010 - mean_absolute_error: 2.56561901/4840 [==========>...................] - ETA: 3s - loss: 16.1300 - mean_absolute_error: 2.56931946/4840 [===========>..................] - ETA: 3s - loss: 16.0917 - mean_absolute_error: 2.56551992/4840 [===========>..................] - ETA: 3s - loss: 16.0810 - mean_absolute_error: 2.56602036/4840 [===========>..................] - ETA: 3s - loss: 16.0596 - mean_absolute_error: 2.56412083/4840 [===========>..................] - ETA: 3s - loss: 16.0641 - mean_absolute_error: 2.56532129/4840 [============>.................] - ETA: 3s - loss: 16.0686 - mean_absolute_error: 2.56712176/4840 [============>.................] - ETA: 2s - loss: 16.0618 - mean_absolute_error: 2.56772220/4840 [============>.................] - ETA: 2s - loss: 16.0473 - mean_absolute_error: 2.56692264/4840 [=============>................] - ETA: 2s - loss: 16.0285 - mean_absolute_error: 2.56582311/4840 [=============>................] - ETA: 2s - loss: 16.0188 - mean_absolute_error: 2.56562355/4840 [=============>................] - ETA: 2s - loss: 16.0008 - mean_absolute_error: 2.56422399/4840 [=============>................] - ETA: 2s - loss: 15.9951 - mean_absolute_error: 2.56442446/4840 [==============>...............] - ETA: 2s - loss: 15.9623 - mean_absolute_error: 2.56162493/4840 [==============>...............] - ETA: 2s - loss: 15.9566 - mean_absolute_error: 2.56202540/4840 [==============>...............] - ETA: 2s - loss: 15.9349 - mean_absolute_error: 2.56012586/4840 [===============>..............] - ETA: 2s - loss: 15.9386 - mean_absolute_error: 2.56172632/4840 [===============>..............] - ETA: 2s - loss: 15.9498 - mean_absolute_error: 2.56372678/4840 [===============>..............] - ETA: 2s - loss: 15.9418 - mean_absolute_error: 2.56342722/4840 [===============>..............] - ETA: 2s - loss: 15.9194 - mean_absolute_error: 2.56152768/4840 [================>.............] - ETA: 2s - loss: 15.9219 - mean_absolute_error: 2.56242813/4840 [================>.............] - ETA: 2s - loss: 15.9282 - mean_absolute_error: 2.56372859/4840 [================>.............] - ETA: 2s - loss: 15.9295 - mean_absolute_error: 2.56452905/4840 [=================>............] - ETA: 2s - loss: 15.9123 - mean_absolute_error: 2.56382949/4840 [=================>............] - ETA: 2s - loss: 15.9175 - mean_absolute_error: 2.56562995/4840 [=================>............] - ETA: 2s - loss: 15.9009 - mean_absolute_error: 2.56443039/4840 [=================>............] - ETA: 2s - loss: 15.9177 - mean_absolute_error: 2.56733083/4840 [==================>...........] - ETA: 1s - loss: 15.8947 - mean_absolute_error: 2.56553129/4840 [==================>...........] - ETA: 1s - loss: 15.8838 - mean_absolute_error: 2.56513173/4840 [==================>...........] - ETA: 1s - loss: 15.8819 - mean_absolute_error: 2.56553216/4840 [==================>...........] - ETA: 1s - loss: 15.8701 - mean_absolute_error: 2.56503260/4840 [===================>..........] - ETA: 1s - loss: 15.8662 - mean_absolute_error: 2.56553301/4840 [===================>..........] - ETA: 1s - loss: 15.8558 - mean_absolute_error: 2.56463345/4840 [===================>..........] - ETA: 1s - loss: 15.8537 - mean_absolute_error: 2.56513389/4840 [====================>.........] - ETA: 1s - loss: 15.8404 - mean_absolute_error: 2.56413434/4840 [====================>.........] - ETA: 1s - loss: 15.8222 - mean_absolute_error: 2.56293480/4840 [====================>.........] - ETA: 1s - loss: 15.8099 - mean_absolute_error: 2.56183527/4840 [====================>.........] - ETA: 1s - loss: 15.7995 - mean_absolute_error: 2.56163571/4840 [=====================>........] - ETA: 1s - loss: 15.8003 - mean_absolute_error: 2.56233613/4840 [=====================>........] - ETA: 1s - loss: 15.7893 - mean_absolute_error: 2.56163657/4840 [=====================>........] - ETA: 1s - loss: 15.7905 - mean_absolute_error: 2.56283700/4840 [=====================>........] - ETA: 1s - loss: 15.7856 - mean_absolute_error: 2.56293744/4840 [======================>.......] - ETA: 1s - loss: 15.7678 - mean_absolute_error: 2.56153788/4840 [======================>.......] - ETA: 1s - loss: 15.7570 - mean_absolute_error: 2.56153829/4840 [======================>.......] - ETA: 1s - loss: 15.7534 - mean_absolute_error: 2.56173874/4840 [=======================>......] - ETA: 1s - loss: 15.7539 - mean_absolute_error: 2.56263919/4840 [=======================>......] - ETA: 1s - loss: 15.7445 - mean_absolute_error: 2.56213961/4840 [=======================>......] - ETA: 0s - loss: 15.7488 - mean_absolute_error: 2.56324007/4840 [=======================>......] - ETA: 0s - loss: 15.7419 - mean_absolute_error: 2.56294052/4840 [========================>.....] - ETA: 0s - loss: 15.7323 - mean_absolute_error: 2.56244097/4840 [========================>.....] - ETA: 0s - loss: 15.7407 - mean_absolute_error: 2.56454142/4840 [========================>.....] - ETA: 0s - loss: 15.7410 - mean_absolute_error: 2.56554187/4840 [========================>.....] - ETA: 0s - loss: 15.7242 - mean_absolute_error: 2.56394230/4840 [=========================>....] - ETA: 0s - loss: 15.7160 - mean_absolute_error: 2.56344275/4840 [=========================>....] - ETA: 0s - loss: 15.7128 - mean_absolute_error: 2.56374320/4840 [=========================>....] - ETA: 0s - loss: 15.6982 - mean_absolute_error: 2.56254366/4840 [==========================>...] - ETA: 0s - loss: 15.6936 - mean_absolute_error: 2.56294412/4840 [==========================>...] - ETA: 0s - loss: 15.6778 - mean_absolute_error: 2.56184456/4840 [==========================>...] - ETA: 0s - loss: 15.6680 - mean_absolute_error: 2.56124501/4840 [==========================>...] - ETA: 0s - loss: 15.6680 - mean_absolute_error: 2.56174546/4840 [===========================>..] - ETA: 0s - loss: 15.6614 - mean_absolute_error: 2.56164592/4840 [===========================>..] - ETA: 0s - loss: 15.6566 - mean_absolute_error: 2.56174638/4840 [===========================>..] - ETA: 0s - loss: 15.6417 - mean_absolute_error: 2.56084683/4840 [============================>.] - ETA: 0s - loss: 15.6295 - mean_absolute_error: 2.56014728/4840 [============================>.] - ETA: 0s - loss: 15.6242 - mean_absolute_error: 2.56014773/4840 [============================>.] - ETA: 0s - loss: 15.6339 - mean_absolute_error: 2.56204818/4840 [============================>.] - ETA: 0s - loss: 15.6377 - mean_absolute_error: 2.56344840/4840 [==============================] - 6s 1ms/step - loss: 15.6371 - mean_absolute_error: 2.5635 - val_loss: 15.2277 - val_mean_absolute_error: 2.5881
Epoch 6/100
   1/4840 [..............................] - ETA: 9s - loss: 16.4012 - mean_absolute_error: 2.5800  47/4840 [..............................] - ETA: 5s - loss: 14.5724 - mean_absolute_error: 2.5154  93/4840 [..............................] - ETA: 5s - loss: 14.1839 - mean_absolute_error: 2.4728 140/4840 [..............................] - ETA: 5s - loss: 14.4013 - mean_absolute_error: 2.5081 185/4840 [>.............................] - ETA: 5s - loss: 14.7977 - mean_absolute_error: 2.5470 230/4840 [>.............................] - ETA: 5s - loss: 14.8668 - mean_absolute_error: 2.5607 275/4840 [>.............................] - ETA: 5s - loss: 14.8507 - mean_absolute_error: 2.5556 320/4840 [>.............................] - ETA: 5s - loss: 14.7215 - mean_absolute_error: 2.5413 365/4840 [=>............................] - ETA: 4s - loss: 14.8040 - mean_absolute_error: 2.5478 410/4840 [=>............................] - ETA: 4s - loss: 14.7043 - mean_absolute_error: 2.5370 457/4840 [=>............................] - ETA: 4s - loss: 14.7789 - mean_absolute_error: 2.5448 502/4840 [==>...........................] - ETA: 4s - loss: 14.8967 - mean_absolute_error: 2.5609 547/4840 [==>...........................] - ETA: 4s - loss: 14.9867 - mean_absolute_error: 2.5712 591/4840 [==>...........................] - ETA: 4s - loss: 15.0384 - mean_absolute_error: 2.5774 638/4840 [==>...........................] - ETA: 4s - loss: 15.0537 - mean_absolute_error: 2.5796 683/4840 [===>..........................] - ETA: 4s - loss: 15.0730 - mean_absolute_error: 2.5823 729/4840 [===>..........................] - ETA: 4s - loss: 15.0266 - mean_absolute_error: 2.5756 775/4840 [===>..........................] - ETA: 4s - loss: 14.9879 - mean_absolute_error: 2.5714 820/4840 [====>.........................] - ETA: 4s - loss: 15.0178 - mean_absolute_error: 2.5761 865/4840 [====>.........................] - ETA: 4s - loss: 14.9787 - mean_absolute_error: 2.5730 910/4840 [====>.........................] - ETA: 4s - loss: 14.9718 - mean_absolute_error: 2.5733 956/4840 [====>.........................] - ETA: 4s - loss: 14.9497 - mean_absolute_error: 2.57281000/4840 [=====>........................] - ETA: 4s - loss: 14.9698 - mean_absolute_error: 2.57511046/4840 [=====>........................] - ETA: 4s - loss: 14.9355 - mean_absolute_error: 2.57121093/4840 [=====>........................] - ETA: 4s - loss: 14.9039 - mean_absolute_error: 2.56881140/4840 [======>.......................] - ETA: 4s - loss: 14.8958 - mean_absolute_error: 2.57051187/4840 [======>.......................] - ETA: 4s - loss: 14.8845 - mean_absolute_error: 2.57081232/4840 [======>.......................] - ETA: 4s - loss: 14.9126 - mean_absolute_error: 2.57531278/4840 [======>.......................] - ETA: 3s - loss: 14.9010 - mean_absolute_error: 2.57441324/4840 [=======>......................] - ETA: 3s - loss: 14.9401 - mean_absolute_error: 2.57911369/4840 [=======>......................] - ETA: 3s - loss: 14.9717 - mean_absolute_error: 2.58371414/4840 [=======>......................] - ETA: 3s - loss: 14.9676 - mean_absolute_error: 2.58421459/4840 [========>.....................] - ETA: 3s - loss: 14.9354 - mean_absolute_error: 2.58061504/4840 [========>.....................] - ETA: 3s - loss: 14.9274 - mean_absolute_error: 2.58051548/4840 [========>.....................] - ETA: 3s - loss: 14.9057 - mean_absolute_error: 2.57871594/4840 [========>.....................] - ETA: 3s - loss: 14.8951 - mean_absolute_error: 2.57851639/4840 [=========>....................] - ETA: 3s - loss: 14.8835 - mean_absolute_error: 2.57751685/4840 [=========>....................] - ETA: 3s - loss: 14.8841 - mean_absolute_error: 2.57911729/4840 [=========>....................] - ETA: 3s - loss: 14.8740 - mean_absolute_error: 2.57791775/4840 [==========>...................] - ETA: 3s - loss: 14.8475 - mean_absolute_error: 2.57501821/4840 [==========>...................] - ETA: 3s - loss: 14.8486 - mean_absolute_error: 2.57651867/4840 [==========>...................] - ETA: 3s - loss: 14.8459 - mean_absolute_error: 2.57651912/4840 [==========>...................] - ETA: 3s - loss: 14.8563 - mean_absolute_error: 2.57861956/4840 [===========>..................] - ETA: 3s - loss: 14.8258 - mean_absolute_error: 2.57662003/4840 [===========>..................] - ETA: 3s - loss: 14.8025 - mean_absolute_error: 2.57412048/4840 [===========>..................] - ETA: 3s - loss: 14.7874 - mean_absolute_error: 2.57262093/4840 [===========>..................] - ETA: 3s - loss: 14.7914 - mean_absolute_error: 2.57382138/4840 [============>.................] - ETA: 3s - loss: 14.7935 - mean_absolute_error: 2.57412184/4840 [============>.................] - ETA: 2s - loss: 14.7914 - mean_absolute_error: 2.57442228/4840 [============>.................] - ETA: 2s - loss: 14.7830 - mean_absolute_error: 2.57432273/4840 [=============>................] - ETA: 2s - loss: 14.7943 - mean_absolute_error: 2.57622318/4840 [=============>................] - ETA: 2s - loss: 14.7763 - mean_absolute_error: 2.57502364/4840 [=============>................] - ETA: 2s - loss: 14.7509 - mean_absolute_error: 2.57352409/4840 [=============>................] - ETA: 2s - loss: 14.7311 - mean_absolute_error: 2.57182454/4840 [==============>...............] - ETA: 2s - loss: 14.7575 - mean_absolute_error: 2.57572500/4840 [==============>...............] - ETA: 2s - loss: 14.7692 - mean_absolute_error: 2.57752546/4840 [==============>...............] - ETA: 2s - loss: 14.7684 - mean_absolute_error: 2.57782591/4840 [===============>..............] - ETA: 2s - loss: 14.7697 - mean_absolute_error: 2.57802637/4840 [===============>..............] - ETA: 2s - loss: 14.7540 - mean_absolute_error: 2.57632682/4840 [===============>..............] - ETA: 2s - loss: 14.7534 - mean_absolute_error: 2.57752728/4840 [===============>..............] - ETA: 2s - loss: 14.7522 - mean_absolute_error: 2.57762775/4840 [================>.............] - ETA: 2s - loss: 14.7396 - mean_absolute_error: 2.57672817/4840 [================>.............] - ETA: 2s - loss: 14.7339 - mean_absolute_error: 2.57722861/4840 [================>.............] - ETA: 2s - loss: 14.7483 - mean_absolute_error: 2.57932906/4840 [=================>............] - ETA: 2s - loss: 14.7480 - mean_absolute_error: 2.57972952/4840 [=================>............] - ETA: 2s - loss: 14.7501 - mean_absolute_error: 2.58052997/4840 [=================>............] - ETA: 2s - loss: 14.7221 - mean_absolute_error: 2.57833042/4840 [=================>............] - ETA: 2s - loss: 14.7034 - mean_absolute_error: 2.57663087/4840 [==================>...........] - ETA: 1s - loss: 14.6944 - mean_absolute_error: 2.57633132/4840 [==================>...........] - ETA: 1s - loss: 14.6884 - mean_absolute_error: 2.57633177/4840 [==================>...........] - ETA: 1s - loss: 14.6878 - mean_absolute_error: 2.57733221/4840 [==================>...........] - ETA: 1s - loss: 14.6868 - mean_absolute_error: 2.57763266/4840 [===================>..........] - ETA: 1s - loss: 14.6982 - mean_absolute_error: 2.57943311/4840 [===================>..........] - ETA: 1s - loss: 14.6827 - mean_absolute_error: 2.57893354/4840 [===================>..........] - ETA: 1s - loss: 14.6748 - mean_absolute_error: 2.57843398/4840 [====================>.........] - ETA: 1s - loss: 14.6828 - mean_absolute_error: 2.57973444/4840 [====================>.........] - ETA: 1s - loss: 14.6647 - mean_absolute_error: 2.57793490/4840 [====================>.........] - ETA: 1s - loss: 14.6576 - mean_absolute_error: 2.57783536/4840 [====================>.........] - ETA: 1s - loss: 14.6652 - mean_absolute_error: 2.57913582/4840 [=====================>........] - ETA: 1s - loss: 14.6724 - mean_absolute_error: 2.58023627/4840 [=====================>........] - ETA: 1s - loss: 14.6670 - mean_absolute_error: 2.58053673/4840 [=====================>........] - ETA: 1s - loss: 14.6612 - mean_absolute_error: 2.58063718/4840 [======================>.......] - ETA: 1s - loss: 14.6474 - mean_absolute_error: 2.57973764/4840 [======================>.......] - ETA: 1s - loss: 14.6482 - mean_absolute_error: 2.58053810/4840 [======================>.......] - ETA: 1s - loss: 14.6450 - mean_absolute_error: 2.58073856/4840 [======================>.......] - ETA: 1s - loss: 14.6407 - mean_absolute_error: 2.58063903/4840 [=======================>......] - ETA: 1s - loss: 14.6371 - mean_absolute_error: 2.58093947/4840 [=======================>......] - ETA: 0s - loss: 14.6396 - mean_absolute_error: 2.58183992/4840 [=======================>......] - ETA: 0s - loss: 14.6363 - mean_absolute_error: 2.58204037/4840 [========================>.....] - ETA: 0s - loss: 14.6250 - mean_absolute_error: 2.58134083/4840 [========================>.....] - ETA: 0s - loss: 14.6159 - mean_absolute_error: 2.58094129/4840 [========================>.....] - ETA: 0s - loss: 14.6084 - mean_absolute_error: 2.58084172/4840 [========================>.....] - ETA: 0s - loss: 14.5981 - mean_absolute_error: 2.57994217/4840 [=========================>....] - ETA: 0s - loss: 14.6060 - mean_absolute_error: 2.58164259/4840 [=========================>....] - ETA: 0s - loss: 14.6049 - mean_absolute_error: 2.58224306/4840 [=========================>....] - ETA: 0s - loss: 14.5997 - mean_absolute_error: 2.58194352/4840 [=========================>....] - ETA: 0s - loss: 14.5956 - mean_absolute_error: 2.58204396/4840 [==========================>...] - ETA: 0s - loss: 14.5935 - mean_absolute_error: 2.58224439/4840 [==========================>...] - ETA: 0s - loss: 14.5952 - mean_absolute_error: 2.58304482/4840 [==========================>...] - ETA: 0s - loss: 14.5980 - mean_absolute_error: 2.58384527/4840 [===========================>..] - ETA: 0s - loss: 14.6078 - mean_absolute_error: 2.58544573/4840 [===========================>..] - ETA: 0s - loss: 14.5990 - mean_absolute_error: 2.58494619/4840 [===========================>..] - ETA: 0s - loss: 14.6012 - mean_absolute_error: 2.58584664/4840 [===========================>..] - ETA: 0s - loss: 14.5881 - mean_absolute_error: 2.58524709/4840 [============================>.] - ETA: 0s - loss: 14.5745 - mean_absolute_error: 2.58444755/4840 [============================>.] - ETA: 0s - loss: 14.5634 - mean_absolute_error: 2.58394802/4840 [============================>.] - ETA: 0s - loss: 14.5536 - mean_absolute_error: 2.58344840/4840 [==============================] - 6s 1ms/step - loss: 14.5564 - mean_absolute_error: 2.5841 - val_loss: 14.3779 - val_mean_absolute_error: 2.6153
Epoch 7/100
   1/4840 [..............................] - ETA: 9s - loss: 16.7803 - mean_absolute_error: 2.8295  47/4840 [..............................] - ETA: 5s - loss: 14.1320 - mean_absolute_error: 2.5734  88/4840 [..............................] - ETA: 5s - loss: 14.5706 - mean_absolute_error: 2.6319 134/4840 [..............................] - ETA: 5s - loss: 14.3234 - mean_absolute_error: 2.6148 179/4840 [>.............................] - ETA: 5s - loss: 14.2802 - mean_absolute_error: 2.6198 224/4840 [>.............................] - ETA: 5s - loss: 14.1030 - mean_absolute_error: 2.5985 270/4840 [>.............................] - ETA: 5s - loss: 14.2639 - mean_absolute_error: 2.6091 316/4840 [>.............................] - ETA: 5s - loss: 14.1852 - mean_absolute_error: 2.6046 362/4840 [=>............................] - ETA: 5s - loss: 14.2661 - mean_absolute_error: 2.6173 407/4840 [=>............................] - ETA: 4s - loss: 14.2645 - mean_absolute_error: 2.6172 455/4840 [=>............................] - ETA: 4s - loss: 14.1848 - mean_absolute_error: 2.6106 499/4840 [==>...........................] - ETA: 4s - loss: 14.1680 - mean_absolute_error: 2.6081 544/4840 [==>...........................] - ETA: 4s - loss: 14.1187 - mean_absolute_error: 2.6041 590/4840 [==>...........................] - ETA: 4s - loss: 14.0655 - mean_absolute_error: 2.5972 637/4840 [==>...........................] - ETA: 4s - loss: 13.9522 - mean_absolute_error: 2.5830 683/4840 [===>..........................] - ETA: 4s - loss: 13.9260 - mean_absolute_error: 2.5801 729/4840 [===>..........................] - ETA: 4s - loss: 13.8966 - mean_absolute_error: 2.5761 774/4840 [===>..........................] - ETA: 4s - loss: 13.8576 - mean_absolute_error: 2.5718 819/4840 [====>.........................] - ETA: 4s - loss: 13.8225 - mean_absolute_error: 2.5694 866/4840 [====>.........................] - ETA: 4s - loss: 13.7819 - mean_absolute_error: 2.5645 911/4840 [====>.........................] - ETA: 4s - loss: 13.7764 - mean_absolute_error: 2.5629 954/4840 [====>.........................] - ETA: 4s - loss: 13.7311 - mean_absolute_error: 2.55901000/4840 [=====>........................] - ETA: 4s - loss: 13.7527 - mean_absolute_error: 2.56301045/4840 [=====>........................] - ETA: 4s - loss: 13.7408 - mean_absolute_error: 2.56281091/4840 [=====>........................] - ETA: 4s - loss: 13.7379 - mean_absolute_error: 2.56221136/4840 [======>.......................] - ETA: 4s - loss: 13.7212 - mean_absolute_error: 2.56111182/4840 [======>.......................] - ETA: 4s - loss: 13.6915 - mean_absolute_error: 2.55721228/4840 [======>.......................] - ETA: 4s - loss: 13.6833 - mean_absolute_error: 2.55691273/4840 [======>.......................] - ETA: 3s - loss: 13.6774 - mean_absolute_error: 2.55671318/4840 [=======>......................] - ETA: 3s - loss: 13.6757 - mean_absolute_error: 2.55771364/4840 [=======>......................] - ETA: 3s - loss: 13.6912 - mean_absolute_error: 2.56081409/4840 [=======>......................] - ETA: 3s - loss: 13.7100 - mean_absolute_error: 2.56321456/4840 [========>.....................] - ETA: 3s - loss: 13.7006 - mean_absolute_error: 2.56261503/4840 [========>.....................] - ETA: 3s - loss: 13.7147 - mean_absolute_error: 2.56451550/4840 [========>.....................] - ETA: 3s - loss: 13.7023 - mean_absolute_error: 2.56291595/4840 [========>.....................] - ETA: 3s - loss: 13.7069 - mean_absolute_error: 2.56381640/4840 [=========>....................] - ETA: 3s - loss: 13.6978 - mean_absolute_error: 2.56421685/4840 [=========>....................] - ETA: 3s - loss: 13.6778 - mean_absolute_error: 2.56251730/4840 [=========>....................] - ETA: 3s - loss: 13.6666 - mean_absolute_error: 2.56101776/4840 [==========>...................] - ETA: 3s - loss: 13.6668 - mean_absolute_error: 2.56141822/4840 [==========>...................] - ETA: 3s - loss: 13.6874 - mean_absolute_error: 2.56451868/4840 [==========>...................] - ETA: 3s - loss: 13.6817 - mean_absolute_error: 2.56381911/4840 [==========>...................] - ETA: 3s - loss: 13.6793 - mean_absolute_error: 2.56351956/4840 [===========>..................] - ETA: 3s - loss: 13.6814 - mean_absolute_error: 2.56392002/4840 [===========>..................] - ETA: 3s - loss: 13.6616 - mean_absolute_error: 2.56212047/4840 [===========>..................] - ETA: 3s - loss: 13.6568 - mean_absolute_error: 2.56212094/4840 [===========>..................] - ETA: 3s - loss: 13.6552 - mean_absolute_error: 2.56212141/4840 [============>.................] - ETA: 2s - loss: 13.6441 - mean_absolute_error: 2.56092187/4840 [============>.................] - ETA: 2s - loss: 13.6602 - mean_absolute_error: 2.56302233/4840 [============>.................] - ETA: 2s - loss: 13.6700 - mean_absolute_error: 2.56472280/4840 [=============>................] - ETA: 2s - loss: 13.6836 - mean_absolute_error: 2.56682327/4840 [=============>................] - ETA: 2s - loss: 13.7156 - mean_absolute_error: 2.57092373/4840 [=============>................] - ETA: 2s - loss: 13.7069 - mean_absolute_error: 2.57052418/4840 [=============>................] - ETA: 2s - loss: 13.6988 - mean_absolute_error: 2.56992463/4840 [==============>...............] - ETA: 2s - loss: 13.7156 - mean_absolute_error: 2.57232508/4840 [==============>...............] - ETA: 2s - loss: 13.7055 - mean_absolute_error: 2.57152554/4840 [==============>...............] - ETA: 2s - loss: 13.6920 - mean_absolute_error: 2.57022599/4840 [===============>..............] - ETA: 2s - loss: 13.6839 - mean_absolute_error: 2.57002645/4840 [===============>..............] - ETA: 2s - loss: 13.6844 - mean_absolute_error: 2.57052691/4840 [===============>..............] - ETA: 2s - loss: 13.7062 - mean_absolute_error: 2.57362739/4840 [===============>..............] - ETA: 2s - loss: 13.7150 - mean_absolute_error: 2.57482785/4840 [================>.............] - ETA: 2s - loss: 13.7091 - mean_absolute_error: 2.57412832/4840 [================>.............] - ETA: 2s - loss: 13.7066 - mean_absolute_error: 2.57372877/4840 [================>.............] - ETA: 2s - loss: 13.7134 - mean_absolute_error: 2.57492923/4840 [=================>............] - ETA: 2s - loss: 13.7197 - mean_absolute_error: 2.57612970/4840 [=================>............] - ETA: 2s - loss: 13.7314 - mean_absolute_error: 2.57873016/4840 [=================>............] - ETA: 2s - loss: 13.7326 - mean_absolute_error: 2.58003063/4840 [=================>............] - ETA: 1s - loss: 13.7401 - mean_absolute_error: 2.58123110/4840 [==================>...........] - ETA: 1s - loss: 13.7464 - mean_absolute_error: 2.58243157/4840 [==================>...........] - ETA: 1s - loss: 13.7419 - mean_absolute_error: 2.58273203/4840 [==================>...........] - ETA: 1s - loss: 13.7447 - mean_absolute_error: 2.58353249/4840 [===================>..........] - ETA: 1s - loss: 13.7403 - mean_absolute_error: 2.58343293/4840 [===================>..........] - ETA: 1s - loss: 13.7438 - mean_absolute_error: 2.58403338/4840 [===================>..........] - ETA: 1s - loss: 13.7409 - mean_absolute_error: 2.58383384/4840 [===================>..........] - ETA: 1s - loss: 13.7318 - mean_absolute_error: 2.58303428/4840 [====================>.........] - ETA: 1s - loss: 13.7327 - mean_absolute_error: 2.58373473/4840 [====================>.........] - ETA: 1s - loss: 13.7268 - mean_absolute_error: 2.58363518/4840 [====================>.........] - ETA: 1s - loss: 13.7197 - mean_absolute_error: 2.58303563/4840 [=====================>........] - ETA: 1s - loss: 13.7198 - mean_absolute_error: 2.58373608/4840 [=====================>........] - ETA: 1s - loss: 13.7061 - mean_absolute_error: 2.58243653/4840 [=====================>........] - ETA: 1s - loss: 13.7014 - mean_absolute_error: 2.58273699/4840 [=====================>........] - ETA: 1s - loss: 13.7090 - mean_absolute_error: 2.58403745/4840 [======================>.......] - ETA: 1s - loss: 13.7126 - mean_absolute_error: 2.58473790/4840 [======================>.......] - ETA: 1s - loss: 13.7139 - mean_absolute_error: 2.58513835/4840 [======================>.......] - ETA: 1s - loss: 13.7127 - mean_absolute_error: 2.58553880/4840 [=======================>......] - ETA: 1s - loss: 13.7130 - mean_absolute_error: 2.58593925/4840 [=======================>......] - ETA: 1s - loss: 13.7049 - mean_absolute_error: 2.58513971/4840 [=======================>......] - ETA: 0s - loss: 13.6958 - mean_absolute_error: 2.58444016/4840 [=======================>......] - ETA: 0s - loss: 13.6999 - mean_absolute_error: 2.58524061/4840 [========================>.....] - ETA: 0s - loss: 13.6957 - mean_absolute_error: 2.58514105/4840 [========================>.....] - ETA: 0s - loss: 13.6976 - mean_absolute_error: 2.58604151/4840 [========================>.....] - ETA: 0s - loss: 13.6985 - mean_absolute_error: 2.58664196/4840 [=========================>....] - ETA: 0s - loss: 13.6911 - mean_absolute_error: 2.58634240/4840 [=========================>....] - ETA: 0s - loss: 13.6849 - mean_absolute_error: 2.58554285/4840 [=========================>....] - ETA: 0s - loss: 13.6899 - mean_absolute_error: 2.58654331/4840 [=========================>....] - ETA: 0s - loss: 13.6964 - mean_absolute_error: 2.58764376/4840 [==========================>...] - ETA: 0s - loss: 13.7003 - mean_absolute_error: 2.58834421/4840 [==========================>...] - ETA: 0s - loss: 13.7005 - mean_absolute_error: 2.58884468/4840 [==========================>...] - ETA: 0s - loss: 13.7040 - mean_absolute_error: 2.58954513/4840 [==========================>...] - ETA: 0s - loss: 13.6939 - mean_absolute_error: 2.58874559/4840 [===========================>..] - ETA: 0s - loss: 13.6918 - mean_absolute_error: 2.58874607/4840 [===========================>..] - ETA: 0s - loss: 13.6960 - mean_absolute_error: 2.58974654/4840 [===========================>..] - ETA: 0s - loss: 13.6953 - mean_absolute_error: 2.59004699/4840 [============================>.] - ETA: 0s - loss: 13.6930 - mean_absolute_error: 2.59044744/4840 [============================>.] - ETA: 0s - loss: 13.6825 - mean_absolute_error: 2.58954791/4840 [============================>.] - ETA: 0s - loss: 13.6850 - mean_absolute_error: 2.59044837/4840 [============================>.] - ETA: 0s - loss: 13.6771 - mean_absolute_error: 2.58974840/4840 [==============================] - 6s 1ms/step - loss: 13.6768 - mean_absolute_error: 2.5898 - val_loss: 13.7070 - val_mean_absolute_error: 2.6300
Epoch 8/100
   1/4840 [..............................] - ETA: 4s - loss: 12.3794 - mean_absolute_error: 2.5242  45/4840 [..............................] - ETA: 5s - loss: 13.2827 - mean_absolute_error: 2.6081  90/4840 [..............................] - ETA: 5s - loss: 13.3438 - mean_absolute_error: 2.5910 135/4840 [..............................] - ETA: 5s - loss: 13.0479 - mean_absolute_error: 2.5620 182/4840 [>.............................] - ETA: 5s - loss: 13.1329 - mean_absolute_error: 2.5683 227/4840 [>.............................] - ETA: 5s - loss: 13.3198 - mean_absolute_error: 2.5924 272/4840 [>.............................] - ETA: 5s - loss: 13.3468 - mean_absolute_error: 2.5970 318/4840 [>.............................] - ETA: 5s - loss: 13.2170 - mean_absolute_error: 2.5810 364/4840 [=>............................] - ETA: 4s - loss: 13.1927 - mean_absolute_error: 2.5797 410/4840 [=>............................] - ETA: 4s - loss: 13.2726 - mean_absolute_error: 2.5905 456/4840 [=>............................] - ETA: 4s - loss: 13.3207 - mean_absolute_error: 2.5967 502/4840 [==>...........................] - ETA: 4s - loss: 13.2970 - mean_absolute_error: 2.5939 545/4840 [==>...........................] - ETA: 4s - loss: 13.2280 - mean_absolute_error: 2.5858 591/4840 [==>...........................] - ETA: 4s - loss: 13.2176 - mean_absolute_error: 2.5824 637/4840 [==>...........................] - ETA: 4s - loss: 13.2294 - mean_absolute_error: 2.5858 682/4840 [===>..........................] - ETA: 4s - loss: 13.2120 - mean_absolute_error: 2.5853 729/4840 [===>..........................] - ETA: 4s - loss: 13.1233 - mean_absolute_error: 2.5735 772/4840 [===>..........................] - ETA: 4s - loss: 13.1019 - mean_absolute_error: 2.5707 812/4840 [====>.........................] - ETA: 4s - loss: 13.1634 - mean_absolute_error: 2.5773 851/4840 [====>.........................] - ETA: 4s - loss: 13.1479 - mean_absolute_error: 2.5755 893/4840 [====>.........................] - ETA: 4s - loss: 13.0868 - mean_absolute_error: 2.5692 935/4840 [====>.........................] - ETA: 4s - loss: 13.0888 - mean_absolute_error: 2.5718 978/4840 [=====>........................] - ETA: 4s - loss: 13.0758 - mean_absolute_error: 2.56991024/4840 [=====>........................] - ETA: 4s - loss: 13.0720 - mean_absolute_error: 2.56891068/4840 [=====>........................] - ETA: 4s - loss: 13.0876 - mean_absolute_error: 2.57091113/4840 [=====>........................] - ETA: 4s - loss: 13.0454 - mean_absolute_error: 2.56571159/4840 [======>.......................] - ETA: 4s - loss: 13.0784 - mean_absolute_error: 2.56971205/4840 [======>.......................] - ETA: 4s - loss: 13.0699 - mean_absolute_error: 2.56841250/4840 [======>.......................] - ETA: 4s - loss: 13.0871 - mean_absolute_error: 2.57151296/4840 [=======>......................] - ETA: 4s - loss: 13.0871 - mean_absolute_error: 2.57191342/4840 [=======>......................] - ETA: 3s - loss: 13.0627 - mean_absolute_error: 2.56991389/4840 [=======>......................] - ETA: 3s - loss: 13.0648 - mean_absolute_error: 2.57101433/4840 [=======>......................] - ETA: 3s - loss: 13.0672 - mean_absolute_error: 2.57171479/4840 [========>.....................] - ETA: 3s - loss: 13.0568 - mean_absolute_error: 2.57051525/4840 [========>.....................] - ETA: 3s - loss: 13.0516 - mean_absolute_error: 2.57051571/4840 [========>.....................] - ETA: 3s - loss: 13.0623 - mean_absolute_error: 2.57231618/4840 [=========>....................] - ETA: 3s - loss: 13.0582 - mean_absolute_error: 2.57211664/4840 [=========>....................] - ETA: 3s - loss: 13.0461 - mean_absolute_error: 2.57131709/4840 [=========>....................] - ETA: 3s - loss: 13.0646 - mean_absolute_error: 2.57501755/4840 [=========>....................] - ETA: 3s - loss: 13.0784 - mean_absolute_error: 2.57691801/4840 [==========>...................] - ETA: 3s - loss: 13.0714 - mean_absolute_error: 2.57591847/4840 [==========>...................] - ETA: 3s - loss: 13.0784 - mean_absolute_error: 2.57701894/4840 [==========>...................] - ETA: 3s - loss: 13.0847 - mean_absolute_error: 2.57851941/4840 [===========>..................] - ETA: 3s - loss: 13.0874 - mean_absolute_error: 2.57871985/4840 [===========>..................] - ETA: 3s - loss: 13.0839 - mean_absolute_error: 2.57932030/4840 [===========>..................] - ETA: 3s - loss: 13.0925 - mean_absolute_error: 2.58062076/4840 [===========>..................] - ETA: 3s - loss: 13.0776 - mean_absolute_error: 2.57942122/4840 [============>.................] - ETA: 3s - loss: 13.0689 - mean_absolute_error: 2.57912168/4840 [============>.................] - ETA: 2s - loss: 13.0672 - mean_absolute_error: 2.57982213/4840 [============>.................] - ETA: 2s - loss: 13.0675 - mean_absolute_error: 2.58032258/4840 [============>.................] - ETA: 2s - loss: 13.0714 - mean_absolute_error: 2.58112303/4840 [=============>................] - ETA: 2s - loss: 13.0786 - mean_absolute_error: 2.58262347/4840 [=============>................] - ETA: 2s - loss: 13.0873 - mean_absolute_error: 2.58402393/4840 [=============>................] - ETA: 2s - loss: 13.1025 - mean_absolute_error: 2.58602439/4840 [==============>...............] - ETA: 2s - loss: 13.1152 - mean_absolute_error: 2.58782485/4840 [==============>...............] - ETA: 2s - loss: 13.0959 - mean_absolute_error: 2.58512527/4840 [==============>...............] - ETA: 2s - loss: 13.0894 - mean_absolute_error: 2.58482572/4840 [==============>...............] - ETA: 2s - loss: 13.0835 - mean_absolute_error: 2.58442618/4840 [===============>..............] - ETA: 2s - loss: 13.0834 - mean_absolute_error: 2.58512664/4840 [===============>..............] - ETA: 2s - loss: 13.0848 - mean_absolute_error: 2.58582709/4840 [===============>..............] - ETA: 2s - loss: 13.0855 - mean_absolute_error: 2.58622754/4840 [================>.............] - ETA: 2s - loss: 13.0741 - mean_absolute_error: 2.58602800/4840 [================>.............] - ETA: 2s - loss: 13.0592 - mean_absolute_error: 2.58422845/4840 [================>.............] - ETA: 2s - loss: 13.0550 - mean_absolute_error: 2.58322889/4840 [================>.............] - ETA: 2s - loss: 13.0505 - mean_absolute_error: 2.58302934/4840 [=================>............] - ETA: 2s - loss: 13.0496 - mean_absolute_error: 2.58312981/4840 [=================>............] - ETA: 2s - loss: 13.0480 - mean_absolute_error: 2.58293027/4840 [=================>............] - ETA: 2s - loss: 13.0554 - mean_absolute_error: 2.58393072/4840 [==================>...........] - ETA: 1s - loss: 13.0512 - mean_absolute_error: 2.58363118/4840 [==================>...........] - ETA: 1s - loss: 13.0485 - mean_absolute_error: 2.58363164/4840 [==================>...........] - ETA: 1s - loss: 13.0427 - mean_absolute_error: 2.58293209/4840 [==================>...........] - ETA: 1s - loss: 13.0371 - mean_absolute_error: 2.58273253/4840 [===================>..........] - ETA: 1s - loss: 13.0533 - mean_absolute_error: 2.58503298/4840 [===================>..........] - ETA: 1s - loss: 13.0520 - mean_absolute_error: 2.58523343/4840 [===================>..........] - ETA: 1s - loss: 13.0398 - mean_absolute_error: 2.58383389/4840 [====================>.........] - ETA: 1s - loss: 13.0344 - mean_absolute_error: 2.58373434/4840 [====================>.........] - ETA: 1s - loss: 13.0373 - mean_absolute_error: 2.58443480/4840 [====================>.........] - ETA: 1s - loss: 13.0399 - mean_absolute_error: 2.58513526/4840 [====================>.........] - ETA: 1s - loss: 13.0416 - mean_absolute_error: 2.58613571/4840 [=====================>........] - ETA: 1s - loss: 13.0395 - mean_absolute_error: 2.58613616/4840 [=====================>........] - ETA: 1s - loss: 13.0397 - mean_absolute_error: 2.58633663/4840 [=====================>........] - ETA: 1s - loss: 13.0398 - mean_absolute_error: 2.58683709/4840 [=====================>........] - ETA: 1s - loss: 13.0372 - mean_absolute_error: 2.58673754/4840 [======================>.......] - ETA: 1s - loss: 13.0277 - mean_absolute_error: 2.58583799/4840 [======================>.......] - ETA: 1s - loss: 13.0229 - mean_absolute_error: 2.58573843/4840 [======================>.......] - ETA: 1s - loss: 13.0202 - mean_absolute_error: 2.58533889/4840 [=======================>......] - ETA: 1s - loss: 13.0203 - mean_absolute_error: 2.58573935/4840 [=======================>......] - ETA: 1s - loss: 13.0122 - mean_absolute_error: 2.58503982/4840 [=======================>......] - ETA: 0s - loss: 13.0108 - mean_absolute_error: 2.58514028/4840 [=======================>......] - ETA: 0s - loss: 13.0014 - mean_absolute_error: 2.58414074/4840 [========================>.....] - ETA: 0s - loss: 13.0019 - mean_absolute_error: 2.58444121/4840 [========================>.....] - ETA: 0s - loss: 12.9967 - mean_absolute_error: 2.58404166/4840 [========================>.....] - ETA: 0s - loss: 12.9925 - mean_absolute_error: 2.58384211/4840 [=========================>....] - ETA: 0s - loss: 12.9987 - mean_absolute_error: 2.58464257/4840 [=========================>....] - ETA: 0s - loss: 12.9957 - mean_absolute_error: 2.58484303/4840 [=========================>....] - ETA: 0s - loss: 12.9949 - mean_absolute_error: 2.58504349/4840 [=========================>....] - ETA: 0s - loss: 12.9950 - mean_absolute_error: 2.58554395/4840 [==========================>...] - ETA: 0s - loss: 13.0035 - mean_absolute_error: 2.58664442/4840 [==========================>...] - ETA: 0s - loss: 12.9961 - mean_absolute_error: 2.58624489/4840 [==========================>...] - ETA: 0s - loss: 12.9915 - mean_absolute_error: 2.58584536/4840 [===========================>..] - ETA: 0s - loss: 12.9875 - mean_absolute_error: 2.58564583/4840 [===========================>..] - ETA: 0s - loss: 12.9882 - mean_absolute_error: 2.58604627/4840 [===========================>..] - ETA: 0s - loss: 12.9872 - mean_absolute_error: 2.58644673/4840 [===========================>..] - ETA: 0s - loss: 12.9802 - mean_absolute_error: 2.58614718/4840 [============================>.] - ETA: 0s - loss: 12.9770 - mean_absolute_error: 2.58604763/4840 [============================>.] - ETA: 0s - loss: 12.9737 - mean_absolute_error: 2.58604809/4840 [============================>.] - ETA: 0s - loss: 12.9758 - mean_absolute_error: 2.58654840/4840 [==============================] - 6s 1ms/step - loss: 12.9751 - mean_absolute_error: 2.5867 - val_loss: 13.1769 - val_mean_absolute_error: 2.6348
Epoch 9/100
   1/4840 [..............................] - ETA: 4s - loss: 15.7567 - mean_absolute_error: 3.0276  45/4840 [..............................] - ETA: 5s - loss: 12.7023 - mean_absolute_error: 2.5823  91/4840 [..............................] - ETA: 5s - loss: 12.5229 - mean_absolute_error: 2.5639 136/4840 [..............................] - ETA: 5s - loss: 12.3585 - mean_absolute_error: 2.5508 183/4840 [>.............................] - ETA: 5s - loss: 12.3137 - mean_absolute_error: 2.5444 229/4840 [>.............................] - ETA: 5s - loss: 12.3689 - mean_absolute_error: 2.5443 274/4840 [>.............................] - ETA: 5s - loss: 12.4371 - mean_absolute_error: 2.5505 318/4840 [>.............................] - ETA: 5s - loss: 12.4889 - mean_absolute_error: 2.5589 364/4840 [=>............................] - ETA: 4s - loss: 12.4449 - mean_absolute_error: 2.5551 409/4840 [=>............................] - ETA: 4s - loss: 12.5200 - mean_absolute_error: 2.5662 455/4840 [=>............................] - ETA: 4s - loss: 12.3956 - mean_absolute_error: 2.5497 501/4840 [==>...........................] - ETA: 4s - loss: 12.3729 - mean_absolute_error: 2.5479 545/4840 [==>...........................] - ETA: 4s - loss: 12.4165 - mean_absolute_error: 2.5543 588/4840 [==>...........................] - ETA: 4s - loss: 12.3618 - mean_absolute_error: 2.5473 634/4840 [==>...........................] - ETA: 4s - loss: 12.3499 - mean_absolute_error: 2.5468 679/4840 [===>..........................] - ETA: 4s - loss: 12.3530 - mean_absolute_error: 2.5471 724/4840 [===>..........................] - ETA: 4s - loss: 12.3253 - mean_absolute_error: 2.5450 771/4840 [===>..........................] - ETA: 4s - loss: 12.3314 - mean_absolute_error: 2.5450 817/4840 [====>.........................] - ETA: 4s - loss: 12.3380 - mean_absolute_error: 2.5458 862/4840 [====>.........................] - ETA: 4s - loss: 12.3344 - mean_absolute_error: 2.5447 908/4840 [====>.........................] - ETA: 4s - loss: 12.3320 - mean_absolute_error: 2.5430 952/4840 [====>.........................] - ETA: 4s - loss: 12.3286 - mean_absolute_error: 2.5439 998/4840 [=====>........................] - ETA: 4s - loss: 12.3452 - mean_absolute_error: 2.54611044/4840 [=====>........................] - ETA: 4s - loss: 12.3540 - mean_absolute_error: 2.54781089/4840 [=====>........................] - ETA: 4s - loss: 12.3484 - mean_absolute_error: 2.54781136/4840 [======>.......................] - ETA: 4s - loss: 12.3525 - mean_absolute_error: 2.54881182/4840 [======>.......................] - ETA: 4s - loss: 12.3264 - mean_absolute_error: 2.54631228/4840 [======>.......................] - ETA: 4s - loss: 12.3557 - mean_absolute_error: 2.54991274/4840 [======>.......................] - ETA: 3s - loss: 12.3959 - mean_absolute_error: 2.55511320/4840 [=======>......................] - ETA: 3s - loss: 12.3646 - mean_absolute_error: 2.55121365/4840 [=======>......................] - ETA: 3s - loss: 12.3858 - mean_absolute_error: 2.55341410/4840 [=======>......................] - ETA: 3s - loss: 12.3902 - mean_absolute_error: 2.55371455/4840 [========>.....................] - ETA: 3s - loss: 12.3970 - mean_absolute_error: 2.55471499/4840 [========>.....................] - ETA: 3s - loss: 12.3734 - mean_absolute_error: 2.55191544/4840 [========>.....................] - ETA: 3s - loss: 12.4036 - mean_absolute_error: 2.55561591/4840 [========>.....................] - ETA: 3s - loss: 12.3943 - mean_absolute_error: 2.55461636/4840 [=========>....................] - ETA: 3s - loss: 12.3952 - mean_absolute_error: 2.55491683/4840 [=========>....................] - ETA: 3s - loss: 12.4198 - mean_absolute_error: 2.55821729/4840 [=========>....................] - ETA: 3s - loss: 12.4297 - mean_absolute_error: 2.55951775/4840 [==========>...................] - ETA: 3s - loss: 12.4413 - mean_absolute_error: 2.56131820/4840 [==========>...................] - ETA: 3s - loss: 12.4453 - mean_absolute_error: 2.56221864/4840 [==========>...................] - ETA: 3s - loss: 12.4479 - mean_absolute_error: 2.56281911/4840 [==========>...................] - ETA: 3s - loss: 12.4267 - mean_absolute_error: 2.56071957/4840 [===========>..................] - ETA: 3s - loss: 12.4145 - mean_absolute_error: 2.55972003/4840 [===========>..................] - ETA: 3s - loss: 12.4310 - mean_absolute_error: 2.56242049/4840 [===========>..................] - ETA: 3s - loss: 12.4374 - mean_absolute_error: 2.56312095/4840 [===========>..................] - ETA: 3s - loss: 12.4267 - mean_absolute_error: 2.56222141/4840 [============>.................] - ETA: 2s - loss: 12.4329 - mean_absolute_error: 2.56332186/4840 [============>.................] - ETA: 2s - loss: 12.4394 - mean_absolute_error: 2.56452231/4840 [============>.................] - ETA: 2s - loss: 12.4225 - mean_absolute_error: 2.56232276/4840 [=============>................] - ETA: 2s - loss: 12.4280 - mean_absolute_error: 2.56352322/4840 [=============>................] - ETA: 2s - loss: 12.4337 - mean_absolute_error: 2.56512366/4840 [=============>................] - ETA: 2s - loss: 12.4309 - mean_absolute_error: 2.56482411/4840 [=============>................] - ETA: 2s - loss: 12.4328 - mean_absolute_error: 2.56542457/4840 [==============>...............] - ETA: 2s - loss: 12.4454 - mean_absolute_error: 2.56752503/4840 [==============>...............] - ETA: 2s - loss: 12.4435 - mean_absolute_error: 2.56742549/4840 [==============>...............] - ETA: 2s - loss: 12.4546 - mean_absolute_error: 2.56892594/4840 [===============>..............] - ETA: 2s - loss: 12.4524 - mean_absolute_error: 2.56932639/4840 [===============>..............] - ETA: 2s - loss: 12.4510 - mean_absolute_error: 2.56972685/4840 [===============>..............] - ETA: 2s - loss: 12.4605 - mean_absolute_error: 2.57092731/4840 [===============>..............] - ETA: 2s - loss: 12.4598 - mean_absolute_error: 2.57112776/4840 [================>.............] - ETA: 2s - loss: 12.4516 - mean_absolute_error: 2.57082822/4840 [================>.............] - ETA: 2s - loss: 12.4633 - mean_absolute_error: 2.57282869/4840 [================>.............] - ETA: 2s - loss: 12.4652 - mean_absolute_error: 2.57332915/4840 [=================>............] - ETA: 2s - loss: 12.4722 - mean_absolute_error: 2.57402961/4840 [=================>............] - ETA: 2s - loss: 12.4744 - mean_absolute_error: 2.57443006/4840 [=================>............] - ETA: 2s - loss: 12.4657 - mean_absolute_error: 2.57373051/4840 [=================>............] - ETA: 1s - loss: 12.4601 - mean_absolute_error: 2.57303097/4840 [==================>...........] - ETA: 1s - loss: 12.4616 - mean_absolute_error: 2.57323143/4840 [==================>...........] - ETA: 1s - loss: 12.4611 - mean_absolute_error: 2.57363190/4840 [==================>...........] - ETA: 1s - loss: 12.4610 - mean_absolute_error: 2.57403236/4840 [===================>..........] - ETA: 1s - loss: 12.4617 - mean_absolute_error: 2.57453282/4840 [===================>..........] - ETA: 1s - loss: 12.4652 - mean_absolute_error: 2.57513326/4840 [===================>..........] - ETA: 1s - loss: 12.4567 - mean_absolute_error: 2.57453372/4840 [===================>..........] - ETA: 1s - loss: 12.4631 - mean_absolute_error: 2.57533417/4840 [====================>.........] - ETA: 1s - loss: 12.4634 - mean_absolute_error: 2.57613462/4840 [====================>.........] - ETA: 1s - loss: 12.4582 - mean_absolute_error: 2.57573508/4840 [====================>.........] - ETA: 1s - loss: 12.4447 - mean_absolute_error: 2.57443554/4840 [=====================>........] - ETA: 1s - loss: 12.4412 - mean_absolute_error: 2.57403601/4840 [=====================>........] - ETA: 1s - loss: 12.4429 - mean_absolute_error: 2.57473648/4840 [=====================>........] - ETA: 1s - loss: 12.4532 - mean_absolute_error: 2.57623692/4840 [=====================>........] - ETA: 1s - loss: 12.4458 - mean_absolute_error: 2.57543738/4840 [======================>.......] - ETA: 1s - loss: 12.4478 - mean_absolute_error: 2.57613784/4840 [======================>.......] - ETA: 1s - loss: 12.4436 - mean_absolute_error: 2.57583830/4840 [======================>.......] - ETA: 1s - loss: 12.4405 - mean_absolute_error: 2.57553877/4840 [=======================>......] - ETA: 1s - loss: 12.4358 - mean_absolute_error: 2.57573922/4840 [=======================>......] - ETA: 1s - loss: 12.4357 - mean_absolute_error: 2.57573969/4840 [=======================>......] - ETA: 0s - loss: 12.4453 - mean_absolute_error: 2.57724014/4840 [=======================>......] - ETA: 0s - loss: 12.4459 - mean_absolute_error: 2.57744060/4840 [========================>.....] - ETA: 0s - loss: 12.4390 - mean_absolute_error: 2.57674106/4840 [========================>.....] - ETA: 0s - loss: 12.4309 - mean_absolute_error: 2.57614152/4840 [========================>.....] - ETA: 0s - loss: 12.4302 - mean_absolute_error: 2.57624198/4840 [=========================>....] - ETA: 0s - loss: 12.4264 - mean_absolute_error: 2.57594244/4840 [=========================>....] - ETA: 0s - loss: 12.4253 - mean_absolute_error: 2.57574290/4840 [=========================>....] - ETA: 0s - loss: 12.4222 - mean_absolute_error: 2.57534335/4840 [=========================>....] - ETA: 0s - loss: 12.4241 - mean_absolute_error: 2.57554383/4840 [==========================>...] - ETA: 0s - loss: 12.4322 - mean_absolute_error: 2.57684430/4840 [==========================>...] - ETA: 0s - loss: 12.4321 - mean_absolute_error: 2.57674477/4840 [==========================>...] - ETA: 0s - loss: 12.4327 - mean_absolute_error: 2.57684524/4840 [===========================>..] - ETA: 0s - loss: 12.4340 - mean_absolute_error: 2.57744569/4840 [===========================>..] - ETA: 0s - loss: 12.4256 - mean_absolute_error: 2.57694615/4840 [===========================>..] - ETA: 0s - loss: 12.4179 - mean_absolute_error: 2.57594661/4840 [===========================>..] - ETA: 0s - loss: 12.4121 - mean_absolute_error: 2.57544707/4840 [============================>.] - ETA: 0s - loss: 12.4140 - mean_absolute_error: 2.57634748/4840 [============================>.] - ETA: 0s - loss: 12.4105 - mean_absolute_error: 2.57604794/4840 [============================>.] - ETA: 0s - loss: 12.4270 - mean_absolute_error: 2.57824840/4840 [==============================] - 6s 1ms/step - loss: 12.4220 - mean_absolute_error: 2.5776 - val_loss: 12.7685 - val_mean_absolute_error: 2.6341
Epoch 10/100
   1/4840 [..............................] - ETA: 9s - loss: 14.2877 - mean_absolute_error: 2.6620  45/4840 [..............................] - ETA: 5s - loss: 12.6333 - mean_absolute_error: 2.6417  88/4840 [..............................] - ETA: 5s - loss: 12.5133 - mean_absolute_error: 2.6138 132/4840 [..............................] - ETA: 5s - loss: 12.5741 - mean_absolute_error: 2.6279 178/4840 [>.............................] - ETA: 5s - loss: 12.4455 - mean_absolute_error: 2.6093 223/4840 [>.............................] - ETA: 5s - loss: 12.2677 - mean_absolute_error: 2.5832 267/4840 [>.............................] - ETA: 5s - loss: 12.1820 - mean_absolute_error: 2.5677 313/4840 [>.............................] - ETA: 5s - loss: 12.2453 - mean_absolute_error: 2.5809 357/4840 [=>............................] - ETA: 5s - loss: 12.2735 - mean_absolute_error: 2.5842 403/4840 [=>............................] - ETA: 5s - loss: 12.2695 - mean_absolute_error: 2.5852 448/4840 [=>............................] - ETA: 4s - loss: 12.2102 - mean_absolute_error: 2.5819 491/4840 [==>...........................] - ETA: 4s - loss: 12.2113 - mean_absolute_error: 2.5826 536/4840 [==>...........................] - ETA: 4s - loss: 12.2074 - mean_absolute_error: 2.5808 583/4840 [==>...........................] - ETA: 4s - loss: 12.1574 - mean_absolute_error: 2.5750 628/4840 [==>...........................] - ETA: 4s - loss: 12.0994 - mean_absolute_error: 2.5677 673/4840 [===>..........................] - ETA: 4s - loss: 12.1051 - mean_absolute_error: 2.5682 719/4840 [===>..........................] - ETA: 4s - loss: 12.0821 - mean_absolute_error: 2.5663 765/4840 [===>..........................] - ETA: 4s - loss: 12.0624 - mean_absolute_error: 2.5656 811/4840 [====>.........................] - ETA: 4s - loss: 12.1085 - mean_absolute_error: 2.5709 857/4840 [====>.........................] - ETA: 4s - loss: 12.0842 - mean_absolute_error: 2.5671 902/4840 [====>.........................] - ETA: 4s - loss: 12.0987 - mean_absolute_error: 2.5693 948/4840 [====>.........................] - ETA: 4s - loss: 12.0673 - mean_absolute_error: 2.5652 992/4840 [=====>........................] - ETA: 4s - loss: 12.0460 - mean_absolute_error: 2.56321037/4840 [=====>........................] - ETA: 4s - loss: 12.0400 - mean_absolute_error: 2.56281082/4840 [=====>........................] - ETA: 4s - loss: 12.0398 - mean_absolute_error: 2.56201127/4840 [=====>........................] - ETA: 4s - loss: 12.0563 - mean_absolute_error: 2.56341173/4840 [======>.......................] - ETA: 4s - loss: 12.0615 - mean_absolute_error: 2.56511219/4840 [======>.......................] - ETA: 4s - loss: 12.0547 - mean_absolute_error: 2.56341265/4840 [======>.......................] - ETA: 4s - loss: 12.0711 - mean_absolute_error: 2.56441311/4840 [=======>......................] - ETA: 3s - loss: 12.0525 - mean_absolute_error: 2.56191356/4840 [=======>......................] - ETA: 3s - loss: 12.0505 - mean_absolute_error: 2.56291400/4840 [=======>......................] - ETA: 3s - loss: 12.0433 - mean_absolute_error: 2.56211445/4840 [=======>......................] - ETA: 3s - loss: 12.0402 - mean_absolute_error: 2.56251490/4840 [========>.....................] - ETA: 3s - loss: 12.0362 - mean_absolute_error: 2.56271537/4840 [========>.....................] - ETA: 3s - loss: 12.0219 - mean_absolute_error: 2.56071581/4840 [========>.....................] - ETA: 3s - loss: 12.0258 - mean_absolute_error: 2.56131627/4840 [=========>....................] - ETA: 3s - loss: 12.0152 - mean_absolute_error: 2.56061672/4840 [=========>....................] - ETA: 3s - loss: 12.0291 - mean_absolute_error: 2.56171717/4840 [=========>....................] - ETA: 3s - loss: 12.0178 - mean_absolute_error: 2.56111763/4840 [=========>....................] - ETA: 3s - loss: 12.0091 - mean_absolute_error: 2.56061808/4840 [==========>...................] - ETA: 3s - loss: 12.0418 - mean_absolute_error: 2.56521854/4840 [==========>...................] - ETA: 3s - loss: 12.0468 - mean_absolute_error: 2.56581900/4840 [==========>...................] - ETA: 3s - loss: 12.0259 - mean_absolute_error: 2.56391944/4840 [===========>..................] - ETA: 3s - loss: 12.0155 - mean_absolute_error: 2.56271990/4840 [===========>..................] - ETA: 3s - loss: 12.0234 - mean_absolute_error: 2.56372034/4840 [===========>..................] - ETA: 3s - loss: 12.0340 - mean_absolute_error: 2.56572078/4840 [===========>..................] - ETA: 3s - loss: 12.0346 - mean_absolute_error: 2.56592123/4840 [============>.................] - ETA: 3s - loss: 12.0372 - mean_absolute_error: 2.56552167/4840 [============>.................] - ETA: 2s - loss: 12.0481 - mean_absolute_error: 2.56652212/4840 [============>.................] - ETA: 2s - loss: 12.0432 - mean_absolute_error: 2.56572257/4840 [============>.................] - ETA: 2s - loss: 12.0426 - mean_absolute_error: 2.56592300/4840 [=============>................] - ETA: 2s - loss: 12.0295 - mean_absolute_error: 2.56522346/4840 [=============>................] - ETA: 2s - loss: 12.0191 - mean_absolute_error: 2.56382390/4840 [=============>................] - ETA: 2s - loss: 12.0392 - mean_absolute_error: 2.56632435/4840 [==============>...............] - ETA: 2s - loss: 12.0304 - mean_absolute_error: 2.56542481/4840 [==============>...............] - ETA: 2s - loss: 12.0112 - mean_absolute_error: 2.56382526/4840 [==============>...............] - ETA: 2s - loss: 12.0190 - mean_absolute_error: 2.56502572/4840 [==============>...............] - ETA: 2s - loss: 12.0261 - mean_absolute_error: 2.56572618/4840 [===============>..............] - ETA: 2s - loss: 12.0228 - mean_absolute_error: 2.56532663/4840 [===============>..............] - ETA: 2s - loss: 12.0327 - mean_absolute_error: 2.56672707/4840 [===============>..............] - ETA: 2s - loss: 12.0294 - mean_absolute_error: 2.56632751/4840 [================>.............] - ETA: 2s - loss: 12.0202 - mean_absolute_error: 2.56562793/4840 [================>.............] - ETA: 2s - loss: 12.0162 - mean_absolute_error: 2.56532837/4840 [================>.............] - ETA: 2s - loss: 12.0146 - mean_absolute_error: 2.56532883/4840 [================>.............] - ETA: 2s - loss: 12.0052 - mean_absolute_error: 2.56432927/4840 [=================>............] - ETA: 2s - loss: 12.0018 - mean_absolute_error: 2.56392974/4840 [=================>............] - ETA: 2s - loss: 11.9834 - mean_absolute_error: 2.56173019/4840 [=================>............] - ETA: 2s - loss: 11.9809 - mean_absolute_error: 2.56143062/4840 [=================>............] - ETA: 1s - loss: 11.9737 - mean_absolute_error: 2.56073107/4840 [==================>...........] - ETA: 1s - loss: 11.9766 - mean_absolute_error: 2.56103152/4840 [==================>...........] - ETA: 1s - loss: 11.9800 - mean_absolute_error: 2.56173197/4840 [==================>...........] - ETA: 1s - loss: 11.9778 - mean_absolute_error: 2.56113242/4840 [===================>..........] - ETA: 1s - loss: 11.9717 - mean_absolute_error: 2.56043287/4840 [===================>..........] - ETA: 1s - loss: 11.9884 - mean_absolute_error: 2.56203331/4840 [===================>..........] - ETA: 1s - loss: 11.9722 - mean_absolute_error: 2.55953375/4840 [===================>..........] - ETA: 1s - loss: 11.9680 - mean_absolute_error: 2.55893419/4840 [====================>.........] - ETA: 1s - loss: 11.9705 - mean_absolute_error: 2.55933463/4840 [====================>.........] - ETA: 1s - loss: 11.9720 - mean_absolute_error: 2.55943506/4840 [====================>.........] - ETA: 1s - loss: 11.9806 - mean_absolute_error: 2.56103551/4840 [=====================>........] - ETA: 1s - loss: 11.9908 - mean_absolute_error: 2.56223596/4840 [=====================>........] - ETA: 1s - loss: 11.9955 - mean_absolute_error: 2.56333642/4840 [=====================>........] - ETA: 1s - loss: 11.9948 - mean_absolute_error: 2.56333687/4840 [=====================>........] - ETA: 1s - loss: 11.9905 - mean_absolute_error: 2.56293730/4840 [======================>.......] - ETA: 1s - loss: 11.9848 - mean_absolute_error: 2.56223773/4840 [======================>.......] - ETA: 1s - loss: 11.9920 - mean_absolute_error: 2.56303819/4840 [======================>.......] - ETA: 1s - loss: 11.9997 - mean_absolute_error: 2.56413862/4840 [======================>.......] - ETA: 1s - loss: 12.0035 - mean_absolute_error: 2.56503908/4840 [=======================>......] - ETA: 1s - loss: 12.0015 - mean_absolute_error: 2.56483951/4840 [=======================>......] - ETA: 1s - loss: 11.9957 - mean_absolute_error: 2.56433997/4840 [=======================>......] - ETA: 0s - loss: 11.9947 - mean_absolute_error: 2.56464042/4840 [========================>.....] - ETA: 0s - loss: 12.0009 - mean_absolute_error: 2.56564085/4840 [========================>.....] - ETA: 0s - loss: 11.9984 - mean_absolute_error: 2.56524130/4840 [========================>.....] - ETA: 0s - loss: 11.9813 - mean_absolute_error: 2.56334175/4840 [========================>.....] - ETA: 0s - loss: 11.9831 - mean_absolute_error: 2.56374221/4840 [=========================>....] - ETA: 0s - loss: 11.9812 - mean_absolute_error: 2.56344265/4840 [=========================>....] - ETA: 0s - loss: 11.9855 - mean_absolute_error: 2.56414309/4840 [=========================>....] - ETA: 0s - loss: 11.9782 - mean_absolute_error: 2.56314354/4840 [=========================>....] - ETA: 0s - loss: 11.9809 - mean_absolute_error: 2.56384399/4840 [==========================>...] - ETA: 0s - loss: 11.9863 - mean_absolute_error: 2.56474442/4840 [==========================>...] - ETA: 0s - loss: 11.9859 - mean_absolute_error: 2.56474487/4840 [==========================>...] - ETA: 0s - loss: 11.9798 - mean_absolute_error: 2.56384532/4840 [===========================>..] - ETA: 0s - loss: 11.9813 - mean_absolute_error: 2.56424573/4840 [===========================>..] - ETA: 0s - loss: 11.9822 - mean_absolute_error: 2.56434617/4840 [===========================>..] - ETA: 0s - loss: 11.9882 - mean_absolute_error: 2.56524661/4840 [===========================>..] - ETA: 0s - loss: 11.9920 - mean_absolute_error: 2.56594706/4840 [============================>.] - ETA: 0s - loss: 11.9915 - mean_absolute_error: 2.56594749/4840 [============================>.] - ETA: 0s - loss: 11.9908 - mean_absolute_error: 2.56594795/4840 [============================>.] - ETA: 0s - loss: 11.9915 - mean_absolute_error: 2.56604840/4840 [==============================] - ETA: 0s - loss: 11.9906 - mean_absolute_error: 2.56604840/4840 [==============================] - 6s 1ms/step - loss: 11.9906 - mean_absolute_error: 2.5660 - val_loss: 12.4541 - val_mean_absolute_error: 2.6299
Epoch 11/100
   1/4840 [..............................] - ETA: 9s - loss: 11.8520 - mean_absolute_error: 2.7817  48/4840 [..............................] - ETA: 5s - loss: 11.4775 - mean_absolute_error: 2.5095  94/4840 [..............................] - ETA: 5s - loss: 11.6683 - mean_absolute_error: 2.5437 139/4840 [..............................] - ETA: 5s - loss: 11.5073 - mean_absolute_error: 2.5152 186/4840 [>.............................] - ETA: 5s - loss: 11.5749 - mean_absolute_error: 2.5304 232/4840 [>.............................] - ETA: 5s - loss: 11.6628 - mean_absolute_error: 2.5413 279/4840 [>.............................] - ETA: 5s - loss: 11.6196 - mean_absolute_error: 2.5362 325/4840 [=>............................] - ETA: 4s - loss: 11.5385 - mean_absolute_error: 2.5235 371/4840 [=>............................] - ETA: 4s - loss: 11.5008 - mean_absolute_error: 2.5207 417/4840 [=>............................] - ETA: 4s - loss: 11.4896 - mean_absolute_error: 2.5226 462/4840 [=>............................] - ETA: 4s - loss: 11.5210 - mean_absolute_error: 2.5248 507/4840 [==>...........................] - ETA: 4s - loss: 11.6049 - mean_absolute_error: 2.5382 553/4840 [==>...........................] - ETA: 4s - loss: 11.5571 - mean_absolute_error: 2.5329 599/4840 [==>...........................] - ETA: 4s - loss: 11.6008 - mean_absolute_error: 2.5383 644/4840 [==>...........................] - ETA: 4s - loss: 11.6195 - mean_absolute_error: 2.5401 690/4840 [===>..........................] - ETA: 4s - loss: 11.6490 - mean_absolute_error: 2.5433 736/4840 [===>..........................] - ETA: 4s - loss: 11.6956 - mean_absolute_error: 2.5497 783/4840 [===>..........................] - ETA: 4s - loss: 11.6948 - mean_absolute_error: 2.5479 829/4840 [====>.........................] - ETA: 4s - loss: 11.6932 - mean_absolute_error: 2.5473 872/4840 [====>.........................] - ETA: 4s - loss: 11.6835 - mean_absolute_error: 2.5473 919/4840 [====>.........................] - ETA: 4s - loss: 11.6881 - mean_absolute_error: 2.5467 963/4840 [====>.........................] - ETA: 4s - loss: 11.6769 - mean_absolute_error: 2.54521011/4840 [=====>........................] - ETA: 4s - loss: 11.6830 - mean_absolute_error: 2.54651057/4840 [=====>........................] - ETA: 4s - loss: 11.6824 - mean_absolute_error: 2.54751102/4840 [=====>........................] - ETA: 4s - loss: 11.6906 - mean_absolute_error: 2.54871147/4840 [======>.......................] - ETA: 4s - loss: 11.7005 - mean_absolute_error: 2.55121192/4840 [======>.......................] - ETA: 4s - loss: 11.7112 - mean_absolute_error: 2.55231237/4840 [======>.......................] - ETA: 3s - loss: 11.7245 - mean_absolute_error: 2.55341281/4840 [======>.......................] - ETA: 3s - loss: 11.7207 - mean_absolute_error: 2.55241326/4840 [=======>......................] - ETA: 3s - loss: 11.7052 - mean_absolute_error: 2.55051371/4840 [=======>......................] - ETA: 3s - loss: 11.7143 - mean_absolute_error: 2.55171417/4840 [=======>......................] - ETA: 3s - loss: 11.7416 - mean_absolute_error: 2.55491463/4840 [========>.....................] - ETA: 3s - loss: 11.7149 - mean_absolute_error: 2.55211510/4840 [========>.....................] - ETA: 3s - loss: 11.7114 - mean_absolute_error: 2.55261556/4840 [========>.....................] - ETA: 3s - loss: 11.7099 - mean_absolute_error: 2.55221602/4840 [========>.....................] - ETA: 3s - loss: 11.7160 - mean_absolute_error: 2.55361648/4840 [=========>....................] - ETA: 3s - loss: 11.7676 - mean_absolute_error: 2.55941694/4840 [=========>....................] - ETA: 3s - loss: 11.7962 - mean_absolute_error: 2.56381740/4840 [=========>....................] - ETA: 3s - loss: 11.7827 - mean_absolute_error: 2.56301785/4840 [==========>...................] - ETA: 3s - loss: 11.8052 - mean_absolute_error: 2.56561831/4840 [==========>...................] - ETA: 3s - loss: 11.8113 - mean_absolute_error: 2.56591876/4840 [==========>...................] - ETA: 3s - loss: 11.8255 - mean_absolute_error: 2.56751922/4840 [==========>...................] - ETA: 3s - loss: 11.8257 - mean_absolute_error: 2.56791966/4840 [===========>..................] - ETA: 3s - loss: 11.8196 - mean_absolute_error: 2.56682011/4840 [===========>..................] - ETA: 3s - loss: 11.7917 - mean_absolute_error: 2.56382056/4840 [===========>..................] - ETA: 3s - loss: 11.7705 - mean_absolute_error: 2.56082102/4840 [============>.................] - ETA: 3s - loss: 11.7707 - mean_absolute_error: 2.56092146/4840 [============>.................] - ETA: 2s - loss: 11.7608 - mean_absolute_error: 2.56012191/4840 [============>.................] - ETA: 2s - loss: 11.7722 - mean_absolute_error: 2.56102236/4840 [============>.................] - ETA: 2s - loss: 11.7520 - mean_absolute_error: 2.55892282/4840 [=============>................] - ETA: 2s - loss: 11.7441 - mean_absolute_error: 2.55882328/4840 [=============>................] - ETA: 2s - loss: 11.7353 - mean_absolute_error: 2.55792374/4840 [=============>................] - ETA: 2s - loss: 11.7294 - mean_absolute_error: 2.55762421/4840 [==============>...............] - ETA: 2s - loss: 11.7220 - mean_absolute_error: 2.55662466/4840 [==============>...............] - ETA: 2s - loss: 11.7219 - mean_absolute_error: 2.55632512/4840 [==============>...............] - ETA: 2s - loss: 11.7326 - mean_absolute_error: 2.55702558/4840 [==============>...............] - ETA: 2s - loss: 11.7247 - mean_absolute_error: 2.55652604/4840 [===============>..............] - ETA: 2s - loss: 11.7122 - mean_absolute_error: 2.55462652/4840 [===============>..............] - ETA: 2s - loss: 11.7240 - mean_absolute_error: 2.55672697/4840 [===============>..............] - ETA: 2s - loss: 11.7244 - mean_absolute_error: 2.55732742/4840 [===============>..............] - ETA: 2s - loss: 11.7167 - mean_absolute_error: 2.55672788/4840 [================>.............] - ETA: 2s - loss: 11.7217 - mean_absolute_error: 2.55712833/4840 [================>.............] - ETA: 2s - loss: 11.7121 - mean_absolute_error: 2.55582878/4840 [================>.............] - ETA: 2s - loss: 11.7009 - mean_absolute_error: 2.55522924/4840 [=================>............] - ETA: 2s - loss: 11.7010 - mean_absolute_error: 2.55542968/4840 [=================>............] - ETA: 2s - loss: 11.7088 - mean_absolute_error: 2.55593014/4840 [=================>............] - ETA: 2s - loss: 11.7058 - mean_absolute_error: 2.55553060/4840 [=================>............] - ETA: 1s - loss: 11.6999 - mean_absolute_error: 2.55483106/4840 [==================>...........] - ETA: 1s - loss: 11.6940 - mean_absolute_error: 2.55443151/4840 [==================>...........] - ETA: 1s - loss: 11.6931 - mean_absolute_error: 2.55443197/4840 [==================>...........] - ETA: 1s - loss: 11.6935 - mean_absolute_error: 2.55443241/4840 [===================>..........] - ETA: 1s - loss: 11.6844 - mean_absolute_error: 2.55323285/4840 [===================>..........] - ETA: 1s - loss: 11.6869 - mean_absolute_error: 2.55383330/4840 [===================>..........] - ETA: 1s - loss: 11.6793 - mean_absolute_error: 2.55283376/4840 [===================>..........] - ETA: 1s - loss: 11.6857 - mean_absolute_error: 2.55343422/4840 [====================>.........] - ETA: 1s - loss: 11.6986 - mean_absolute_error: 2.55493468/4840 [====================>.........] - ETA: 1s - loss: 11.7023 - mean_absolute_error: 2.55523513/4840 [====================>.........] - ETA: 1s - loss: 11.7001 - mean_absolute_error: 2.55493558/4840 [=====================>........] - ETA: 1s - loss: 11.7013 - mean_absolute_error: 2.55453602/4840 [=====================>........] - ETA: 1s - loss: 11.7007 - mean_absolute_error: 2.55483648/4840 [=====================>........] - ETA: 1s - loss: 11.7007 - mean_absolute_error: 2.55523694/4840 [=====================>........] - ETA: 1s - loss: 11.6968 - mean_absolute_error: 2.55473741/4840 [======================>.......] - ETA: 1s - loss: 11.6927 - mean_absolute_error: 2.55423786/4840 [======================>.......] - ETA: 1s - loss: 11.6914 - mean_absolute_error: 2.55423832/4840 [======================>.......] - ETA: 1s - loss: 11.6938 - mean_absolute_error: 2.55483878/4840 [=======================>......] - ETA: 1s - loss: 11.6882 - mean_absolute_error: 2.55433923/4840 [=======================>......] - ETA: 1s - loss: 11.6839 - mean_absolute_error: 2.55373968/4840 [=======================>......] - ETA: 0s - loss: 11.6860 - mean_absolute_error: 2.55434014/4840 [=======================>......] - ETA: 0s - loss: 11.6827 - mean_absolute_error: 2.55394059/4840 [========================>.....] - ETA: 0s - loss: 11.6851 - mean_absolute_error: 2.55434105/4840 [========================>.....] - ETA: 0s - loss: 11.6878 - mean_absolute_error: 2.55494151/4840 [========================>.....] - ETA: 0s - loss: 11.6786 - mean_absolute_error: 2.55414197/4840 [=========================>....] - ETA: 0s - loss: 11.6841 - mean_absolute_error: 2.55514242/4840 [=========================>....] - ETA: 0s - loss: 11.6834 - mean_absolute_error: 2.55534286/4840 [=========================>....] - ETA: 0s - loss: 11.6860 - mean_absolute_error: 2.55574332/4840 [=========================>....] - ETA: 0s - loss: 11.6815 - mean_absolute_error: 2.55564378/4840 [==========================>...] - ETA: 0s - loss: 11.6822 - mean_absolute_error: 2.55584424/4840 [==========================>...] - ETA: 0s - loss: 11.6814 - mean_absolute_error: 2.55604471/4840 [==========================>...] - ETA: 0s - loss: 11.6814 - mean_absolute_error: 2.55624514/4840 [==========================>...] - ETA: 0s - loss: 11.6892 - mean_absolute_error: 2.55734560/4840 [===========================>..] - ETA: 0s - loss: 11.6838 - mean_absolute_error: 2.55684606/4840 [===========================>..] - ETA: 0s - loss: 11.6808 - mean_absolute_error: 2.55644653/4840 [===========================>..] - ETA: 0s - loss: 11.6767 - mean_absolute_error: 2.55614699/4840 [============================>.] - ETA: 0s - loss: 11.6690 - mean_absolute_error: 2.55524743/4840 [============================>.] - ETA: 0s - loss: 11.6589 - mean_absolute_error: 2.55404788/4840 [============================>.] - ETA: 0s - loss: 11.6556 - mean_absolute_error: 2.55384834/4840 [============================>.] - ETA: 0s - loss: 11.6557 - mean_absolute_error: 2.55414840/4840 [==============================] - 6s 1ms/step - loss: 11.6542 - mean_absolute_error: 2.5539 - val_loss: 12.2139 - val_mean_absolute_error: 2.6245
Epoch 12/100
   1/4840 [..............................] - ETA: 4s - loss: 7.0975 - mean_absolute_error: 1.9374  46/4840 [..............................] - ETA: 5s - loss: 11.2379 - mean_absolute_error: 2.5054  91/4840 [..............................] - ETA: 5s - loss: 11.1647 - mean_absolute_error: 2.4931 136/4840 [..............................] - ETA: 5s - loss: 11.1511 - mean_absolute_error: 2.4971 182/4840 [>.............................] - ETA: 5s - loss: 11.1919 - mean_absolute_error: 2.5036 227/4840 [>.............................] - ETA: 5s - loss: 11.2724 - mean_absolute_error: 2.5135 273/4840 [>.............................] - ETA: 5s - loss: 11.4120 - mean_absolute_error: 2.5355 320/4840 [>.............................] - ETA: 5s - loss: 11.3537 - mean_absolute_error: 2.5271 364/4840 [=>............................] - ETA: 4s - loss: 11.4854 - mean_absolute_error: 2.5431 410/4840 [=>............................] - ETA: 4s - loss: 11.4976 - mean_absolute_error: 2.5453 456/4840 [=>............................] - ETA: 4s - loss: 11.4194 - mean_absolute_error: 2.5325 502/4840 [==>...........................] - ETA: 4s - loss: 11.4073 - mean_absolute_error: 2.5295 547/4840 [==>...........................] - ETA: 4s - loss: 11.4472 - mean_absolute_error: 2.5368 593/4840 [==>...........................] - ETA: 4s - loss: 11.4556 - mean_absolute_error: 2.5366 639/4840 [==>...........................] - ETA: 4s - loss: 11.4211 - mean_absolute_error: 2.5326 685/4840 [===>..........................] - ETA: 4s - loss: 11.4294 - mean_absolute_error: 2.5354 729/4840 [===>..........................] - ETA: 4s - loss: 11.3453 - mean_absolute_error: 2.5263 775/4840 [===>..........................] - ETA: 4s - loss: 11.3441 - mean_absolute_error: 2.5276 820/4840 [====>.........................] - ETA: 4s - loss: 11.3778 - mean_absolute_error: 2.5305 867/4840 [====>.........................] - ETA: 4s - loss: 11.3976 - mean_absolute_error: 2.5313 914/4840 [====>.........................] - ETA: 4s - loss: 11.3996 - mean_absolute_error: 2.5312 960/4840 [====>.........................] - ETA: 4s - loss: 11.4100 - mean_absolute_error: 2.53011005/4840 [=====>........................] - ETA: 4s - loss: 11.4169 - mean_absolute_error: 2.53281050/4840 [=====>........................] - ETA: 4s - loss: 11.4303 - mean_absolute_error: 2.53571095/4840 [=====>........................] - ETA: 4s - loss: 11.4705 - mean_absolute_error: 2.54021140/4840 [======>.......................] - ETA: 4s - loss: 11.4551 - mean_absolute_error: 2.53871185/4840 [======>.......................] - ETA: 4s - loss: 11.4441 - mean_absolute_error: 2.53641230/4840 [======>.......................] - ETA: 3s - loss: 11.4235 - mean_absolute_error: 2.53501275/4840 [======>.......................] - ETA: 3s - loss: 11.4027 - mean_absolute_error: 2.53291321/4840 [=======>......................] - ETA: 3s - loss: 11.3744 - mean_absolute_error: 2.52971367/4840 [=======>......................] - ETA: 3s - loss: 11.3767 - mean_absolute_error: 2.53031412/4840 [=======>......................] - ETA: 3s - loss: 11.3826 - mean_absolute_error: 2.53101458/4840 [========>.....................] - ETA: 3s - loss: 11.3887 - mean_absolute_error: 2.53201502/4840 [========>.....................] - ETA: 3s - loss: 11.3738 - mean_absolute_error: 2.52961547/4840 [========>.....................] - ETA: 3s - loss: 11.3935 - mean_absolute_error: 2.53261592/4840 [========>.....................] - ETA: 3s - loss: 11.4009 - mean_absolute_error: 2.53341638/4840 [=========>....................] - ETA: 3s - loss: 11.4099 - mean_absolute_error: 2.53421681/4840 [=========>....................] - ETA: 3s - loss: 11.4147 - mean_absolute_error: 2.53501722/4840 [=========>....................] - ETA: 3s - loss: 11.4026 - mean_absolute_error: 2.53401766/4840 [=========>....................] - ETA: 3s - loss: 11.4183 - mean_absolute_error: 2.53571810/4840 [==========>...................] - ETA: 3s - loss: 11.4118 - mean_absolute_error: 2.53601857/4840 [==========>...................] - ETA: 3s - loss: 11.4071 - mean_absolute_error: 2.53601903/4840 [==========>...................] - ETA: 3s - loss: 11.4114 - mean_absolute_error: 2.53631949/4840 [===========>..................] - ETA: 3s - loss: 11.3972 - mean_absolute_error: 2.53511995/4840 [===========>..................] - ETA: 3s - loss: 11.4070 - mean_absolute_error: 2.53662040/4840 [===========>..................] - ETA: 3s - loss: 11.4137 - mean_absolute_error: 2.53802085/4840 [===========>..................] - ETA: 3s - loss: 11.4171 - mean_absolute_error: 2.53832131/4840 [============>.................] - ETA: 3s - loss: 11.4227 - mean_absolute_error: 2.53972175/4840 [============>.................] - ETA: 2s - loss: 11.4203 - mean_absolute_error: 2.53972220/4840 [============>.................] - ETA: 2s - loss: 11.4141 - mean_absolute_error: 2.53902266/4840 [=============>................] - ETA: 2s - loss: 11.4147 - mean_absolute_error: 2.53942313/4840 [=============>................] - ETA: 2s - loss: 11.4055 - mean_absolute_error: 2.53812357/4840 [=============>................] - ETA: 2s - loss: 11.4160 - mean_absolute_error: 2.53942403/4840 [=============>................] - ETA: 2s - loss: 11.4239 - mean_absolute_error: 2.54052448/4840 [==============>...............] - ETA: 2s - loss: 11.4212 - mean_absolute_error: 2.54002494/4840 [==============>...............] - ETA: 2s - loss: 11.4271 - mean_absolute_error: 2.54112540/4840 [==============>...............] - ETA: 2s - loss: 11.4319 - mean_absolute_error: 2.54232586/4840 [===============>..............] - ETA: 2s - loss: 11.4198 - mean_absolute_error: 2.54112631/4840 [===============>..............] - ETA: 2s - loss: 11.4311 - mean_absolute_error: 2.54282676/4840 [===============>..............] - ETA: 2s - loss: 11.4238 - mean_absolute_error: 2.54212721/4840 [===============>..............] - ETA: 2s - loss: 11.4218 - mean_absolute_error: 2.54222767/4840 [================>.............] - ETA: 2s - loss: 11.4253 - mean_absolute_error: 2.54272813/4840 [================>.............] - ETA: 2s - loss: 11.4224 - mean_absolute_error: 2.54222857/4840 [================>.............] - ETA: 2s - loss: 11.4185 - mean_absolute_error: 2.54152903/4840 [================>.............] - ETA: 2s - loss: 11.4258 - mean_absolute_error: 2.54242949/4840 [=================>............] - ETA: 2s - loss: 11.4286 - mean_absolute_error: 2.54322994/4840 [=================>............] - ETA: 2s - loss: 11.4329 - mean_absolute_error: 2.54423039/4840 [=================>............] - ETA: 2s - loss: 11.4380 - mean_absolute_error: 2.54483079/4840 [==================>...........] - ETA: 1s - loss: 11.4298 - mean_absolute_error: 2.54353124/4840 [==================>...........] - ETA: 1s - loss: 11.4177 - mean_absolute_error: 2.54193170/4840 [==================>...........] - ETA: 1s - loss: 11.4111 - mean_absolute_error: 2.54153217/4840 [==================>...........] - ETA: 1s - loss: 11.4134 - mean_absolute_error: 2.54193262/4840 [===================>..........] - ETA: 1s - loss: 11.4102 - mean_absolute_error: 2.54183308/4840 [===================>..........] - ETA: 1s - loss: 11.4043 - mean_absolute_error: 2.54123354/4840 [===================>..........] - ETA: 1s - loss: 11.4037 - mean_absolute_error: 2.54113399/4840 [====================>.........] - ETA: 1s - loss: 11.4070 - mean_absolute_error: 2.54183444/4840 [====================>.........] - ETA: 1s - loss: 11.4094 - mean_absolute_error: 2.54203489/4840 [====================>.........] - ETA: 1s - loss: 11.4086 - mean_absolute_error: 2.54173534/4840 [====================>.........] - ETA: 1s - loss: 11.4116 - mean_absolute_error: 2.54143580/4840 [=====================>........] - ETA: 1s - loss: 11.4182 - mean_absolute_error: 2.54203626/4840 [=====================>........] - ETA: 1s - loss: 11.4158 - mean_absolute_error: 2.54173671/4840 [=====================>........] - ETA: 1s - loss: 11.4141 - mean_absolute_error: 2.54143717/4840 [======================>.......] - ETA: 1s - loss: 11.4120 - mean_absolute_error: 2.54133760/4840 [======================>.......] - ETA: 1s - loss: 11.4013 - mean_absolute_error: 2.54013804/4840 [======================>.......] - ETA: 1s - loss: 11.3990 - mean_absolute_error: 2.54003849/4840 [======================>.......] - ETA: 1s - loss: 11.3888 - mean_absolute_error: 2.53823894/4840 [=======================>......] - ETA: 1s - loss: 11.3828 - mean_absolute_error: 2.53753940/4840 [=======================>......] - ETA: 1s - loss: 11.3760 - mean_absolute_error: 2.53693985/4840 [=======================>......] - ETA: 0s - loss: 11.3816 - mean_absolute_error: 2.53764029/4840 [=======================>......] - ETA: 0s - loss: 11.3871 - mean_absolute_error: 2.53844074/4840 [========================>.....] - ETA: 0s - loss: 11.3844 - mean_absolute_error: 2.53834118/4840 [========================>.....] - ETA: 0s - loss: 11.3842 - mean_absolute_error: 2.53824163/4840 [========================>.....] - ETA: 0s - loss: 11.3862 - mean_absolute_error: 2.53864208/4840 [=========================>....] - ETA: 0s - loss: 11.3933 - mean_absolute_error: 2.53944253/4840 [=========================>....] - ETA: 0s - loss: 11.3918 - mean_absolute_error: 2.53924298/4840 [=========================>....] - ETA: 0s - loss: 11.3950 - mean_absolute_error: 2.54004343/4840 [=========================>....] - ETA: 0s - loss: 11.3915 - mean_absolute_error: 2.53944389/4840 [==========================>...] - ETA: 0s - loss: 11.3943 - mean_absolute_error: 2.54004434/4840 [==========================>...] - ETA: 0s - loss: 11.3945 - mean_absolute_error: 2.54034481/4840 [==========================>...] - ETA: 0s - loss: 11.3952 - mean_absolute_error: 2.54054526/4840 [===========================>..] - ETA: 0s - loss: 11.3957 - mean_absolute_error: 2.54064572/4840 [===========================>..] - ETA: 0s - loss: 11.3920 - mean_absolute_error: 2.54034618/4840 [===========================>..] - ETA: 0s - loss: 11.3908 - mean_absolute_error: 2.54024664/4840 [===========================>..] - ETA: 0s - loss: 11.3880 - mean_absolute_error: 2.53994709/4840 [============================>.] - ETA: 0s - loss: 11.3918 - mean_absolute_error: 2.54084755/4840 [============================>.] - ETA: 0s - loss: 11.3923 - mean_absolute_error: 2.54104800/4840 [============================>.] - ETA: 0s - loss: 11.3948 - mean_absolute_error: 2.54154840/4840 [==============================] - 6s 1ms/step - loss: 11.3947 - mean_absolute_error: 2.5410 - val_loss: 12.0261 - val_mean_absolute_error: 2.6169
Epoch 13/100
   1/4840 [..............................] - ETA: 9s - loss: 11.7384 - mean_absolute_error: 2.5895  47/4840 [..............................] - ETA: 5s - loss: 10.5496 - mean_absolute_error: 2.4290  93/4840 [..............................] - ETA: 5s - loss: 10.6962 - mean_absolute_error: 2.4543 139/4840 [..............................] - ETA: 5s - loss: 11.1293 - mean_absolute_error: 2.5196 185/4840 [>.............................] - ETA: 5s - loss: 11.0983 - mean_absolute_error: 2.5076 230/4840 [>.............................] - ETA: 5s - loss: 11.2040 - mean_absolute_error: 2.5250 275/4840 [>.............................] - ETA: 5s - loss: 11.1845 - mean_absolute_error: 2.5200 321/4840 [>.............................] - ETA: 5s - loss: 11.1891 - mean_absolute_error: 2.5254 368/4840 [=>............................] - ETA: 4s - loss: 11.1845 - mean_absolute_error: 2.5253 413/4840 [=>............................] - ETA: 4s - loss: 11.2088 - mean_absolute_error: 2.5301 459/4840 [=>............................] - ETA: 4s - loss: 11.2670 - mean_absolute_error: 2.5367 504/4840 [==>...........................] - ETA: 4s - loss: 11.2615 - mean_absolute_error: 2.5367 550/4840 [==>...........................] - ETA: 4s - loss: 11.2398 - mean_absolute_error: 2.5334 596/4840 [==>...........................] - ETA: 4s - loss: 11.2525 - mean_absolute_error: 2.5314 642/4840 [==>...........................] - ETA: 4s - loss: 11.3142 - mean_absolute_error: 2.5389 687/4840 [===>..........................] - ETA: 4s - loss: 11.3433 - mean_absolute_error: 2.5435 733/4840 [===>..........................] - ETA: 4s - loss: 11.3297 - mean_absolute_error: 2.5411 776/4840 [===>..........................] - ETA: 4s - loss: 11.3200 - mean_absolute_error: 2.5382 822/4840 [====>.........................] - ETA: 4s - loss: 11.2890 - mean_absolute_error: 2.5349 869/4840 [====>.........................] - ETA: 4s - loss: 11.2483 - mean_absolute_error: 2.5302 915/4840 [====>.........................] - ETA: 4s - loss: 11.2669 - mean_absolute_error: 2.5330 961/4840 [====>.........................] - ETA: 4s - loss: 11.2448 - mean_absolute_error: 2.53021006/4840 [=====>........................] - ETA: 4s - loss: 11.2553 - mean_absolute_error: 2.53201051/4840 [=====>........................] - ETA: 4s - loss: 11.2265 - mean_absolute_error: 2.52721097/4840 [=====>........................] - ETA: 4s - loss: 11.2383 - mean_absolute_error: 2.52811143/4840 [======>.......................] - ETA: 4s - loss: 11.2604 - mean_absolute_error: 2.53211189/4840 [======>.......................] - ETA: 4s - loss: 11.2729 - mean_absolute_error: 2.53381234/4840 [======>.......................] - ETA: 4s - loss: 11.2678 - mean_absolute_error: 2.53411280/4840 [======>.......................] - ETA: 3s - loss: 11.2610 - mean_absolute_error: 2.53311327/4840 [=======>......................] - ETA: 3s - loss: 11.2586 - mean_absolute_error: 2.53251373/4840 [=======>......................] - ETA: 3s - loss: 11.2599 - mean_absolute_error: 2.53281420/4840 [=======>......................] - ETA: 3s - loss: 11.2626 - mean_absolute_error: 2.53321465/4840 [========>.....................] - ETA: 3s - loss: 11.2602 - mean_absolute_error: 2.53471510/4840 [========>.....................] - ETA: 3s - loss: 11.2353 - mean_absolute_error: 2.53141556/4840 [========>.....................] - ETA: 3s - loss: 11.2357 - mean_absolute_error: 2.53071601/4840 [========>.....................] - ETA: 3s - loss: 11.2165 - mean_absolute_error: 2.52891648/4840 [=========>....................] - ETA: 3s - loss: 11.2098 - mean_absolute_error: 2.52851691/4840 [=========>....................] - ETA: 3s - loss: 11.1948 - mean_absolute_error: 2.52731737/4840 [=========>....................] - ETA: 3s - loss: 11.1826 - mean_absolute_error: 2.52611782/4840 [==========>...................] - ETA: 3s - loss: 11.1751 - mean_absolute_error: 2.52481827/4840 [==========>...................] - ETA: 3s - loss: 11.1858 - mean_absolute_error: 2.52591874/4840 [==========>...................] - ETA: 3s - loss: 11.1864 - mean_absolute_error: 2.52651921/4840 [==========>...................] - ETA: 3s - loss: 11.1944 - mean_absolute_error: 2.52781968/4840 [===========>..................] - ETA: 3s - loss: 11.1896 - mean_absolute_error: 2.52772014/4840 [===========>..................] - ETA: 3s - loss: 11.1687 - mean_absolute_error: 2.52392059/4840 [===========>..................] - ETA: 3s - loss: 11.1689 - mean_absolute_error: 2.52462103/4840 [============>.................] - ETA: 3s - loss: 11.1743 - mean_absolute_error: 2.52542147/4840 [============>.................] - ETA: 2s - loss: 11.1766 - mean_absolute_error: 2.52572193/4840 [============>.................] - ETA: 2s - loss: 11.1831 - mean_absolute_error: 2.52552239/4840 [============>.................] - ETA: 2s - loss: 11.1750 - mean_absolute_error: 2.52412285/4840 [=============>................] - ETA: 2s - loss: 11.1786 - mean_absolute_error: 2.52462332/4840 [=============>................] - ETA: 2s - loss: 11.1796 - mean_absolute_error: 2.52492378/4840 [=============>................] - ETA: 2s - loss: 11.1927 - mean_absolute_error: 2.52572422/4840 [==============>...............] - ETA: 2s - loss: 11.1830 - mean_absolute_error: 2.52452469/4840 [==============>...............] - ETA: 2s - loss: 11.1779 - mean_absolute_error: 2.52422514/4840 [==============>...............] - ETA: 2s - loss: 11.1882 - mean_absolute_error: 2.52512559/4840 [==============>...............] - ETA: 2s - loss: 11.1952 - mean_absolute_error: 2.52642603/4840 [===============>..............] - ETA: 2s - loss: 11.1820 - mean_absolute_error: 2.52462649/4840 [===============>..............] - ETA: 2s - loss: 11.1944 - mean_absolute_error: 2.52572695/4840 [===============>..............] - ETA: 2s - loss: 11.1938 - mean_absolute_error: 2.52572740/4840 [===============>..............] - ETA: 2s - loss: 11.1877 - mean_absolute_error: 2.52512787/4840 [================>.............] - ETA: 2s - loss: 11.1834 - mean_absolute_error: 2.52452833/4840 [================>.............] - ETA: 2s - loss: 11.1850 - mean_absolute_error: 2.52482878/4840 [================>.............] - ETA: 2s - loss: 11.1825 - mean_absolute_error: 2.52492924/4840 [=================>............] - ETA: 2s - loss: 11.1844 - mean_absolute_error: 2.52492969/4840 [=================>............] - ETA: 2s - loss: 11.1897 - mean_absolute_error: 2.52593015/4840 [=================>............] - ETA: 2s - loss: 11.1884 - mean_absolute_error: 2.52633061/4840 [=================>............] - ETA: 1s - loss: 11.1936 - mean_absolute_error: 2.52703106/4840 [==================>...........] - ETA: 1s - loss: 11.1826 - mean_absolute_error: 2.52543153/4840 [==================>...........] - ETA: 1s - loss: 11.1840 - mean_absolute_error: 2.52563198/4840 [==================>...........] - ETA: 1s - loss: 11.1962 - mean_absolute_error: 2.52723245/4840 [===================>..........] - ETA: 1s - loss: 11.1899 - mean_absolute_error: 2.52623291/4840 [===================>..........] - ETA: 1s - loss: 11.1911 - mean_absolute_error: 2.52683336/4840 [===================>..........] - ETA: 1s - loss: 11.1835 - mean_absolute_error: 2.52583382/4840 [===================>..........] - ETA: 1s - loss: 11.1888 - mean_absolute_error: 2.52663428/4840 [====================>.........] - ETA: 1s - loss: 11.1832 - mean_absolute_error: 2.52603473/4840 [====================>.........] - ETA: 1s - loss: 11.1825 - mean_absolute_error: 2.52593518/4840 [====================>.........] - ETA: 1s - loss: 11.1827 - mean_absolute_error: 2.52613561/4840 [=====================>........] - ETA: 1s - loss: 11.1815 - mean_absolute_error: 2.52643604/4840 [=====================>........] - ETA: 1s - loss: 11.1825 - mean_absolute_error: 2.52693650/4840 [=====================>........] - ETA: 1s - loss: 11.1919 - mean_absolute_error: 2.52793695/4840 [=====================>........] - ETA: 1s - loss: 11.1936 - mean_absolute_error: 2.52793741/4840 [======================>.......] - ETA: 1s - loss: 11.1896 - mean_absolute_error: 2.52723788/4840 [======================>.......] - ETA: 1s - loss: 11.1833 - mean_absolute_error: 2.52663835/4840 [======================>.......] - ETA: 1s - loss: 11.1797 - mean_absolute_error: 2.52613881/4840 [=======================>......] - ETA: 1s - loss: 11.1829 - mean_absolute_error: 2.52653927/4840 [=======================>......] - ETA: 1s - loss: 11.1770 - mean_absolute_error: 2.52563973/4840 [=======================>......] - ETA: 0s - loss: 11.1679 - mean_absolute_error: 2.52494019/4840 [=======================>......] - ETA: 0s - loss: 11.1629 - mean_absolute_error: 2.52434066/4840 [========================>.....] - ETA: 0s - loss: 11.1627 - mean_absolute_error: 2.52404111/4840 [========================>.....] - ETA: 0s - loss: 11.1713 - mean_absolute_error: 2.52524156/4840 [========================>.....] - ETA: 0s - loss: 11.1669 - mean_absolute_error: 2.52514201/4840 [=========================>....] - ETA: 0s - loss: 11.1765 - mean_absolute_error: 2.52634247/4840 [=========================>....] - ETA: 0s - loss: 11.1731 - mean_absolute_error: 2.52604291/4840 [=========================>....] - ETA: 0s - loss: 11.1653 - mean_absolute_error: 2.52494336/4840 [=========================>....] - ETA: 0s - loss: 11.1693 - mean_absolute_error: 2.52544380/4840 [==========================>...] - ETA: 0s - loss: 11.1707 - mean_absolute_error: 2.52584424/4840 [==========================>...] - ETA: 0s - loss: 11.1734 - mean_absolute_error: 2.52604469/4840 [==========================>...] - ETA: 0s - loss: 11.1757 - mean_absolute_error: 2.52634515/4840 [==========================>...] - ETA: 0s - loss: 11.1791 - mean_absolute_error: 2.52684561/4840 [===========================>..] - ETA: 0s - loss: 11.1763 - mean_absolute_error: 2.52694605/4840 [===========================>..] - ETA: 0s - loss: 11.1814 - mean_absolute_error: 2.52764651/4840 [===========================>..] - ETA: 0s - loss: 11.1779 - mean_absolute_error: 2.52704698/4840 [============================>.] - ETA: 0s - loss: 11.1787 - mean_absolute_error: 2.52744742/4840 [============================>.] - ETA: 0s - loss: 11.1814 - mean_absolute_error: 2.52764787/4840 [============================>.] - ETA: 0s - loss: 11.1876 - mean_absolute_error: 2.52844834/4840 [============================>.] - ETA: 0s - loss: 11.1949 - mean_absolute_error: 2.52924840/4840 [==============================] - 6s 1ms/step - loss: 11.1941 - mean_absolute_error: 2.5291 - val_loss: 11.8830 - val_mean_absolute_error: 2.6110
Epoch 14/100
   1/4840 [..............................] - ETA: 5s - loss: 14.2513 - mean_absolute_error: 2.7613  46/4840 [..............................] - ETA: 5s - loss: 11.4291 - mean_absolute_error: 2.5367  93/4840 [..............................] - ETA: 5s - loss: 11.7149 - mean_absolute_error: 2.5801 138/4840 [..............................] - ETA: 5s - loss: 11.5898 - mean_absolute_error: 2.5739 185/4840 [>.............................] - ETA: 5s - loss: 11.3951 - mean_absolute_error: 2.5515 230/4840 [>.............................] - ETA: 5s - loss: 11.2531 - mean_absolute_error: 2.5342 275/4840 [>.............................] - ETA: 5s - loss: 11.1976 - mean_absolute_error: 2.5307 319/4840 [>.............................] - ETA: 5s - loss: 11.0610 - mean_absolute_error: 2.5137 365/4840 [=>............................] - ETA: 4s - loss: 11.0616 - mean_absolute_error: 2.5138 411/4840 [=>............................] - ETA: 4s - loss: 11.0694 - mean_absolute_error: 2.5183 457/4840 [=>............................] - ETA: 4s - loss: 11.0729 - mean_absolute_error: 2.5158 503/4840 [==>...........................] - ETA: 4s - loss: 11.0512 - mean_absolute_error: 2.5157 549/4840 [==>...........................] - ETA: 4s - loss: 11.0726 - mean_absolute_error: 2.5185 594/4840 [==>...........................] - ETA: 4s - loss: 11.0864 - mean_absolute_error: 2.5214 639/4840 [==>...........................] - ETA: 4s - loss: 11.0886 - mean_absolute_error: 2.5207 684/4840 [===>..........................] - ETA: 4s - loss: 11.0406 - mean_absolute_error: 2.5159 730/4840 [===>..........................] - ETA: 4s - loss: 11.0180 - mean_absolute_error: 2.5132 775/4840 [===>..........................] - ETA: 4s - loss: 11.0147 - mean_absolute_error: 2.5131 821/4840 [====>.........................] - ETA: 4s - loss: 11.0413 - mean_absolute_error: 2.5174 867/4840 [====>.........................] - ETA: 4s - loss: 11.0184 - mean_absolute_error: 2.5143 911/4840 [====>.........................] - ETA: 4s - loss: 11.0032 - mean_absolute_error: 2.5132 956/4840 [====>.........................] - ETA: 4s - loss: 11.0558 - mean_absolute_error: 2.52221001/4840 [=====>........................] - ETA: 4s - loss: 11.0668 - mean_absolute_error: 2.52391044/4840 [=====>........................] - ETA: 4s - loss: 11.0666 - mean_absolute_error: 2.52391089/4840 [=====>........................] - ETA: 4s - loss: 11.0617 - mean_absolute_error: 2.52321135/4840 [======>.......................] - ETA: 4s - loss: 11.0600 - mean_absolute_error: 2.52161180/4840 [======>.......................] - ETA: 4s - loss: 11.0627 - mean_absolute_error: 2.52261225/4840 [======>.......................] - ETA: 4s - loss: 11.0811 - mean_absolute_error: 2.52561269/4840 [======>.......................] - ETA: 3s - loss: 11.0780 - mean_absolute_error: 2.52481315/4840 [=======>......................] - ETA: 3s - loss: 11.0819 - mean_absolute_error: 2.52521361/4840 [=======>......................] - ETA: 3s - loss: 11.1011 - mean_absolute_error: 2.52631406/4840 [=======>......................] - ETA: 3s - loss: 11.1118 - mean_absolute_error: 2.52751452/4840 [========>.....................] - ETA: 3s - loss: 11.0967 - mean_absolute_error: 2.52551497/4840 [========>.....................] - ETA: 3s - loss: 11.0970 - mean_absolute_error: 2.52551542/4840 [========>.....................] - ETA: 3s - loss: 11.0936 - mean_absolute_error: 2.52531586/4840 [========>.....................] - ETA: 3s - loss: 11.0869 - mean_absolute_error: 2.52511628/4840 [=========>....................] - ETA: 3s - loss: 11.0903 - mean_absolute_error: 2.52511670/4840 [=========>....................] - ETA: 3s - loss: 11.0668 - mean_absolute_error: 2.52241711/4840 [=========>....................] - ETA: 3s - loss: 11.0676 - mean_absolute_error: 2.52311753/4840 [=========>....................] - ETA: 3s - loss: 11.0570 - mean_absolute_error: 2.52231795/4840 [==========>...................] - ETA: 3s - loss: 11.0497 - mean_absolute_error: 2.52171835/4840 [==========>...................] - ETA: 3s - loss: 11.0592 - mean_absolute_error: 2.52321878/4840 [==========>...................] - ETA: 3s - loss: 11.0393 - mean_absolute_error: 2.52101919/4840 [==========>...................] - ETA: 3s - loss: 11.0489 - mean_absolute_error: 2.52211954/4840 [===========>..................] - ETA: 3s - loss: 11.0474 - mean_absolute_error: 2.52211994/4840 [===========>..................] - ETA: 3s - loss: 11.0627 - mean_absolute_error: 2.52352037/4840 [===========>..................] - ETA: 3s - loss: 11.0633 - mean_absolute_error: 2.52282081/4840 [===========>..................] - ETA: 3s - loss: 11.0488 - mean_absolute_error: 2.52092126/4840 [============>.................] - ETA: 3s - loss: 11.0532 - mean_absolute_error: 2.52132172/4840 [============>.................] - ETA: 3s - loss: 11.0466 - mean_absolute_error: 2.52062219/4840 [============>.................] - ETA: 2s - loss: 11.0464 - mean_absolute_error: 2.52012265/4840 [=============>................] - ETA: 2s - loss: 11.0561 - mean_absolute_error: 2.52122310/4840 [=============>................] - ETA: 2s - loss: 11.0517 - mean_absolute_error: 2.52102355/4840 [=============>................] - ETA: 2s - loss: 11.0624 - mean_absolute_error: 2.52242400/4840 [=============>................] - ETA: 2s - loss: 11.0659 - mean_absolute_error: 2.52242441/4840 [==============>...............] - ETA: 2s - loss: 11.0606 - mean_absolute_error: 2.52142484/4840 [==============>...............] - ETA: 2s - loss: 11.0604 - mean_absolute_error: 2.52152528/4840 [==============>...............] - ETA: 2s - loss: 11.0713 - mean_absolute_error: 2.52232572/4840 [==============>...............] - ETA: 2s - loss: 11.0729 - mean_absolute_error: 2.52272619/4840 [===============>..............] - ETA: 2s - loss: 11.0675 - mean_absolute_error: 2.52212666/4840 [===============>..............] - ETA: 2s - loss: 11.0697 - mean_absolute_error: 2.52242713/4840 [===============>..............] - ETA: 2s - loss: 11.0749 - mean_absolute_error: 2.52292759/4840 [================>.............] - ETA: 2s - loss: 11.0771 - mean_absolute_error: 2.52322806/4840 [================>.............] - ETA: 2s - loss: 11.0698 - mean_absolute_error: 2.52242851/4840 [================>.............] - ETA: 2s - loss: 11.0725 - mean_absolute_error: 2.52292896/4840 [================>.............] - ETA: 2s - loss: 11.0664 - mean_absolute_error: 2.52152941/4840 [=================>............] - ETA: 2s - loss: 11.0758 - mean_absolute_error: 2.52232985/4840 [=================>............] - ETA: 2s - loss: 11.0729 - mean_absolute_error: 2.52213031/4840 [=================>............] - ETA: 2s - loss: 11.0789 - mean_absolute_error: 2.52293077/4840 [==================>...........] - ETA: 1s - loss: 11.0764 - mean_absolute_error: 2.52303123/4840 [==================>...........] - ETA: 1s - loss: 11.0788 - mean_absolute_error: 2.52373168/4840 [==================>...........] - ETA: 1s - loss: 11.0739 - mean_absolute_error: 2.52333213/4840 [==================>...........] - ETA: 1s - loss: 11.0817 - mean_absolute_error: 2.52453258/4840 [===================>..........] - ETA: 1s - loss: 11.0783 - mean_absolute_error: 2.52483303/4840 [===================>..........] - ETA: 1s - loss: 11.0738 - mean_absolute_error: 2.52393350/4840 [===================>..........] - ETA: 1s - loss: 11.0747 - mean_absolute_error: 2.52403396/4840 [====================>.........] - ETA: 1s - loss: 11.0686 - mean_absolute_error: 2.52313442/4840 [====================>.........] - ETA: 1s - loss: 11.0682 - mean_absolute_error: 2.52283489/4840 [====================>.........] - ETA: 1s - loss: 11.0709 - mean_absolute_error: 2.52283536/4840 [====================>.........] - ETA: 1s - loss: 11.0627 - mean_absolute_error: 2.52213583/4840 [=====================>........] - ETA: 1s - loss: 11.0747 - mean_absolute_error: 2.52353628/4840 [=====================>........] - ETA: 1s - loss: 11.0760 - mean_absolute_error: 2.52393674/4840 [=====================>........] - ETA: 1s - loss: 11.0717 - mean_absolute_error: 2.52323721/4840 [======================>.......] - ETA: 1s - loss: 11.0675 - mean_absolute_error: 2.52313766/4840 [======================>.......] - ETA: 1s - loss: 11.0684 - mean_absolute_error: 2.52303812/4840 [======================>.......] - ETA: 1s - loss: 11.0712 - mean_absolute_error: 2.52303858/4840 [======================>.......] - ETA: 1s - loss: 11.0777 - mean_absolute_error: 2.52373900/4840 [=======================>......] - ETA: 1s - loss: 11.0825 - mean_absolute_error: 2.52453945/4840 [=======================>......] - ETA: 1s - loss: 11.0875 - mean_absolute_error: 2.52483991/4840 [=======================>......] - ETA: 0s - loss: 11.0779 - mean_absolute_error: 2.52364037/4840 [========================>.....] - ETA: 0s - loss: 11.0723 - mean_absolute_error: 2.52294084/4840 [========================>.....] - ETA: 0s - loss: 11.0750 - mean_absolute_error: 2.52334129/4840 [========================>.....] - ETA: 0s - loss: 11.0802 - mean_absolute_error: 2.52444174/4840 [========================>.....] - ETA: 0s - loss: 11.0765 - mean_absolute_error: 2.52374220/4840 [=========================>....] - ETA: 0s - loss: 11.0742 - mean_absolute_error: 2.52344266/4840 [=========================>....] - ETA: 0s - loss: 11.0744 - mean_absolute_error: 2.52344311/4840 [=========================>....] - ETA: 0s - loss: 11.0684 - mean_absolute_error: 2.52254358/4840 [==========================>...] - ETA: 0s - loss: 11.0697 - mean_absolute_error: 2.52284404/4840 [==========================>...] - ETA: 0s - loss: 11.0702 - mean_absolute_error: 2.52274446/4840 [==========================>...] - ETA: 0s - loss: 11.0603 - mean_absolute_error: 2.52184490/4840 [==========================>...] - ETA: 0s - loss: 11.0584 - mean_absolute_error: 2.52154535/4840 [===========================>..] - ETA: 0s - loss: 11.0569 - mean_absolute_error: 2.52144581/4840 [===========================>..] - ETA: 0s - loss: 11.0465 - mean_absolute_error: 2.52014626/4840 [===========================>..] - ETA: 0s - loss: 11.0434 - mean_absolute_error: 2.51984671/4840 [===========================>..] - ETA: 0s - loss: 11.0361 - mean_absolute_error: 2.51894717/4840 [============================>.] - ETA: 0s - loss: 11.0441 - mean_absolute_error: 2.52014762/4840 [============================>.] - ETA: 0s - loss: 11.0386 - mean_absolute_error: 2.51944806/4840 [============================>.] - ETA: 0s - loss: 11.0381 - mean_absolute_error: 2.51974840/4840 [==============================] - 6s 1ms/step - loss: 11.0389 - mean_absolute_error: 2.5199 - val_loss: 11.7749 - val_mean_absolute_error: 2.6048
Epoch 15/100
   1/4840 [..............................] - ETA: 4s - loss: 10.1389 - mean_absolute_error: 2.3336  47/4840 [..............................] - ETA: 5s - loss: 11.3490 - mean_absolute_error: 2.5841  92/4840 [..............................] - ETA: 5s - loss: 10.6755 - mean_absolute_error: 2.4944 137/4840 [..............................] - ETA: 5s - loss: 11.0221 - mean_absolute_error: 2.5387 183/4840 [>.............................] - ETA: 5s - loss: 10.9907 - mean_absolute_error: 2.5288 229/4840 [>.............................] - ETA: 5s - loss: 10.8945 - mean_absolute_error: 2.5110 274/4840 [>.............................] - ETA: 5s - loss: 10.8977 - mean_absolute_error: 2.5070 319/4840 [>.............................] - ETA: 5s - loss: 10.7710 - mean_absolute_error: 2.4898 365/4840 [=>............................] - ETA: 4s - loss: 10.7277 - mean_absolute_error: 2.4812 412/4840 [=>............................] - ETA: 4s - loss: 10.6671 - mean_absolute_error: 2.4729 460/4840 [=>............................] - ETA: 4s - loss: 10.6773 - mean_absolute_error: 2.4719 505/4840 [==>...........................] - ETA: 4s - loss: 10.7027 - mean_absolute_error: 2.4749 550/4840 [==>...........................] - ETA: 4s - loss: 10.6759 - mean_absolute_error: 2.4690 595/4840 [==>...........................] - ETA: 4s - loss: 10.7235 - mean_absolute_error: 2.4756 639/4840 [==>...........................] - ETA: 4s - loss: 10.7371 - mean_absolute_error: 2.4773 684/4840 [===>..........................] - ETA: 4s - loss: 10.7639 - mean_absolute_error: 2.4827 730/4840 [===>..........................] - ETA: 4s - loss: 10.7722 - mean_absolute_error: 2.4836 776/4840 [===>..........................] - ETA: 4s - loss: 10.7664 - mean_absolute_error: 2.4822 821/4840 [====>.........................] - ETA: 4s - loss: 10.7863 - mean_absolute_error: 2.4842 867/4840 [====>.........................] - ETA: 4s - loss: 10.7924 - mean_absolute_error: 2.4860 912/4840 [====>.........................] - ETA: 4s - loss: 10.8091 - mean_absolute_error: 2.4888 957/4840 [====>.........................] - ETA: 4s - loss: 10.8129 - mean_absolute_error: 2.48881002/4840 [=====>........................] - ETA: 4s - loss: 10.7957 - mean_absolute_error: 2.48751048/4840 [=====>........................] - ETA: 4s - loss: 10.7891 - mean_absolute_error: 2.48761094/4840 [=====>........................] - ETA: 4s - loss: 10.8183 - mean_absolute_error: 2.49091138/4840 [======>.......................] - ETA: 4s - loss: 10.8411 - mean_absolute_error: 2.49541183/4840 [======>.......................] - ETA: 4s - loss: 10.8717 - mean_absolute_error: 2.49871229/4840 [======>.......................] - ETA: 4s - loss: 10.8794 - mean_absolute_error: 2.50041276/4840 [======>.......................] - ETA: 3s - loss: 10.8827 - mean_absolute_error: 2.50141319/4840 [=======>......................] - ETA: 3s - loss: 10.8817 - mean_absolute_error: 2.50171363/4840 [=======>......................] - ETA: 3s - loss: 10.8813 - mean_absolute_error: 2.50241408/4840 [=======>......................] - ETA: 3s - loss: 10.9007 - mean_absolute_error: 2.50491453/4840 [========>.....................] - ETA: 3s - loss: 10.8854 - mean_absolute_error: 2.50381498/4840 [========>.....................] - ETA: 3s - loss: 10.9025 - mean_absolute_error: 2.50541543/4840 [========>.....................] - ETA: 3s - loss: 10.9056 - mean_absolute_error: 2.50691588/4840 [========>.....................] - ETA: 3s - loss: 10.9281 - mean_absolute_error: 2.50931633/4840 [=========>....................] - ETA: 3s - loss: 10.9245 - mean_absolute_error: 2.50931678/4840 [=========>....................] - ETA: 3s - loss: 10.9379 - mean_absolute_error: 2.51031726/4840 [=========>....................] - ETA: 3s - loss: 10.9492 - mean_absolute_error: 2.51161771/4840 [=========>....................] - ETA: 3s - loss: 10.9489 - mean_absolute_error: 2.51141817/4840 [==========>...................] - ETA: 3s - loss: 10.9447 - mean_absolute_error: 2.51041863/4840 [==========>...................] - ETA: 3s - loss: 10.9418 - mean_absolute_error: 2.50961909/4840 [==========>...................] - ETA: 3s - loss: 10.9301 - mean_absolute_error: 2.50801954/4840 [===========>..................] - ETA: 3s - loss: 10.9268 - mean_absolute_error: 2.50721999/4840 [===========>..................] - ETA: 3s - loss: 10.9054 - mean_absolute_error: 2.50422047/4840 [===========>..................] - ETA: 3s - loss: 10.9100 - mean_absolute_error: 2.50512094/4840 [===========>..................] - ETA: 3s - loss: 10.9036 - mean_absolute_error: 2.50482141/4840 [============>.................] - ETA: 2s - loss: 10.9107 - mean_absolute_error: 2.50562187/4840 [============>.................] - ETA: 2s - loss: 10.9110 - mean_absolute_error: 2.50612232/4840 [============>.................] - ETA: 2s - loss: 10.9024 - mean_absolute_error: 2.50472277/4840 [=============>................] - ETA: 2s - loss: 10.8944 - mean_absolute_error: 2.50292322/4840 [=============>................] - ETA: 2s - loss: 10.8982 - mean_absolute_error: 2.50332368/4840 [=============>................] - ETA: 2s - loss: 10.8961 - mean_absolute_error: 2.50332412/4840 [=============>................] - ETA: 2s - loss: 10.8952 - mean_absolute_error: 2.50332457/4840 [==============>...............] - ETA: 2s - loss: 10.9006 - mean_absolute_error: 2.50402501/4840 [==============>...............] - ETA: 2s - loss: 10.9084 - mean_absolute_error: 2.50532546/4840 [==============>...............] - ETA: 2s - loss: 10.9034 - mean_absolute_error: 2.50472592/4840 [===============>..............] - ETA: 2s - loss: 10.8960 - mean_absolute_error: 2.50442637/4840 [===============>..............] - ETA: 2s - loss: 10.8948 - mean_absolute_error: 2.50452683/4840 [===============>..............] - ETA: 2s - loss: 10.9011 - mean_absolute_error: 2.50532728/4840 [===============>..............] - ETA: 2s - loss: 10.9079 - mean_absolute_error: 2.50592773/4840 [================>.............] - ETA: 2s - loss: 10.9102 - mean_absolute_error: 2.50682819/4840 [================>.............] - ETA: 2s - loss: 10.9002 - mean_absolute_error: 2.50512863/4840 [================>.............] - ETA: 2s - loss: 10.8944 - mean_absolute_error: 2.50452910/4840 [=================>............] - ETA: 2s - loss: 10.8947 - mean_absolute_error: 2.50492956/4840 [=================>............] - ETA: 2s - loss: 10.9032 - mean_absolute_error: 2.50603002/4840 [=================>............] - ETA: 2s - loss: 10.8977 - mean_absolute_error: 2.50473049/4840 [=================>............] - ETA: 1s - loss: 10.9006 - mean_absolute_error: 2.50553095/4840 [==================>...........] - ETA: 1s - loss: 10.8913 - mean_absolute_error: 2.50443141/4840 [==================>...........] - ETA: 1s - loss: 10.8899 - mean_absolute_error: 2.50443187/4840 [==================>...........] - ETA: 1s - loss: 10.8895 - mean_absolute_error: 2.50413232/4840 [===================>..........] - ETA: 1s - loss: 10.8854 - mean_absolute_error: 2.50383278/4840 [===================>..........] - ETA: 1s - loss: 10.8968 - mean_absolute_error: 2.50523323/4840 [===================>..........] - ETA: 1s - loss: 10.8922 - mean_absolute_error: 2.50453368/4840 [===================>..........] - ETA: 1s - loss: 10.8979 - mean_absolute_error: 2.50503413/4840 [====================>.........] - ETA: 1s - loss: 10.9077 - mean_absolute_error: 2.50643458/4840 [====================>.........] - ETA: 1s - loss: 10.8992 - mean_absolute_error: 2.50543504/4840 [====================>.........] - ETA: 1s - loss: 10.9006 - mean_absolute_error: 2.50523550/4840 [=====================>........] - ETA: 1s - loss: 10.9086 - mean_absolute_error: 2.50653594/4840 [=====================>........] - ETA: 1s - loss: 10.9110 - mean_absolute_error: 2.50643640/4840 [=====================>........] - ETA: 1s - loss: 10.9128 - mean_absolute_error: 2.50663686/4840 [=====================>........] - ETA: 1s - loss: 10.9202 - mean_absolute_error: 2.50733731/4840 [======================>.......] - ETA: 1s - loss: 10.9161 - mean_absolute_error: 2.50673777/4840 [======================>.......] - ETA: 1s - loss: 10.9091 - mean_absolute_error: 2.50593823/4840 [======================>.......] - ETA: 1s - loss: 10.9069 - mean_absolute_error: 2.50613869/4840 [======================>.......] - ETA: 1s - loss: 10.9121 - mean_absolute_error: 2.50703915/4840 [=======================>......] - ETA: 1s - loss: 10.9048 - mean_absolute_error: 2.50613959/4840 [=======================>......] - ETA: 0s - loss: 10.8968 - mean_absolute_error: 2.50514004/4840 [=======================>......] - ETA: 0s - loss: 10.9018 - mean_absolute_error: 2.50584049/4840 [========================>.....] - ETA: 0s - loss: 10.9012 - mean_absolute_error: 2.50544095/4840 [========================>.....] - ETA: 0s - loss: 10.9031 - mean_absolute_error: 2.50564141/4840 [========================>.....] - ETA: 0s - loss: 10.9204 - mean_absolute_error: 2.50804186/4840 [========================>.....] - ETA: 0s - loss: 10.9272 - mean_absolute_error: 2.50884231/4840 [=========================>....] - ETA: 0s - loss: 10.9229 - mean_absolute_error: 2.50824278/4840 [=========================>....] - ETA: 0s - loss: 10.9233 - mean_absolute_error: 2.50844322/4840 [=========================>....] - ETA: 0s - loss: 10.9259 - mean_absolute_error: 2.50914367/4840 [==========================>...] - ETA: 0s - loss: 10.9256 - mean_absolute_error: 2.50904413/4840 [==========================>...] - ETA: 0s - loss: 10.9297 - mean_absolute_error: 2.50934459/4840 [==========================>...] - ETA: 0s - loss: 10.9265 - mean_absolute_error: 2.50944506/4840 [==========================>...] - ETA: 0s - loss: 10.9290 - mean_absolute_error: 2.50964552/4840 [===========================>..] - ETA: 0s - loss: 10.9267 - mean_absolute_error: 2.50974598/4840 [===========================>..] - ETA: 0s - loss: 10.9207 - mean_absolute_error: 2.50934641/4840 [===========================>..] - ETA: 0s - loss: 10.9213 - mean_absolute_error: 2.50964686/4840 [============================>.] - ETA: 0s - loss: 10.9169 - mean_absolute_error: 2.50904731/4840 [============================>.] - ETA: 0s - loss: 10.9164 - mean_absolute_error: 2.50924778/4840 [============================>.] - ETA: 0s - loss: 10.9176 - mean_absolute_error: 2.50924823/4840 [============================>.] - ETA: 0s - loss: 10.9187 - mean_absolute_error: 2.50934840/4840 [==============================] - 6s 1ms/step - loss: 10.9204 - mean_absolute_error: 2.5097 - val_loss: 11.6945 - val_mean_absolute_error: 2.6001
Epoch 16/100
   1/4840 [..............................] - ETA: 13s - loss: 16.8834 - mean_absolute_error: 3.3202  47/4840 [..............................] - ETA: 5s - loss: 11.3728 - mean_absolute_error: 2.5944   93/4840 [..............................] - ETA: 5s - loss: 10.6099 - mean_absolute_error: 2.4724 137/4840 [..............................] - ETA: 5s - loss: 10.6997 - mean_absolute_error: 2.4995 182/4840 [>.............................] - ETA: 5s - loss: 10.6533 - mean_absolute_error: 2.4843 227/4840 [>.............................] - ETA: 5s - loss: 10.6842 - mean_absolute_error: 2.4864 272/4840 [>.............................] - ETA: 5s - loss: 10.6608 - mean_absolute_error: 2.4805 319/4840 [>.............................] - ETA: 5s - loss: 10.6921 - mean_absolute_error: 2.4832 365/4840 [=>............................] - ETA: 4s - loss: 10.7809 - mean_absolute_error: 2.4923 412/4840 [=>............................] - ETA: 4s - loss: 10.8619 - mean_absolute_error: 2.5020 457/4840 [=>............................] - ETA: 4s - loss: 10.8723 - mean_absolute_error: 2.5010 502/4840 [==>...........................] - ETA: 4s - loss: 10.8376 - mean_absolute_error: 2.4974 548/4840 [==>...........................] - ETA: 4s - loss: 10.9288 - mean_absolute_error: 2.5092 593/4840 [==>...........................] - ETA: 4s - loss: 10.9079 - mean_absolute_error: 2.5055 639/4840 [==>...........................] - ETA: 4s - loss: 10.9147 - mean_absolute_error: 2.5083 686/4840 [===>..........................] - ETA: 4s - loss: 10.9266 - mean_absolute_error: 2.5102 731/4840 [===>..........................] - ETA: 4s - loss: 10.9360 - mean_absolute_error: 2.5103 777/4840 [===>..........................] - ETA: 4s - loss: 10.9280 - mean_absolute_error: 2.5111 822/4840 [====>.........................] - ETA: 4s - loss: 10.9311 - mean_absolute_error: 2.5103 869/4840 [====>.........................] - ETA: 4s - loss: 10.8963 - mean_absolute_error: 2.5053 915/4840 [====>.........................] - ETA: 4s - loss: 10.8812 - mean_absolute_error: 2.5025 961/4840 [====>.........................] - ETA: 4s - loss: 10.8963 - mean_absolute_error: 2.50351008/4840 [=====>........................] - ETA: 4s - loss: 10.8716 - mean_absolute_error: 2.50241052/4840 [=====>........................] - ETA: 4s - loss: 10.8527 - mean_absolute_error: 2.50061095/4840 [=====>........................] - ETA: 4s - loss: 10.8447 - mean_absolute_error: 2.50061141/4840 [======>.......................] - ETA: 4s - loss: 10.8563 - mean_absolute_error: 2.50221186/4840 [======>.......................] - ETA: 4s - loss: 10.8793 - mean_absolute_error: 2.50591232/4840 [======>.......................] - ETA: 4s - loss: 10.8842 - mean_absolute_error: 2.50671278/4840 [======>.......................] - ETA: 3s - loss: 10.8877 - mean_absolute_error: 2.50711324/4840 [=======>......................] - ETA: 3s - loss: 10.8730 - mean_absolute_error: 2.50591370/4840 [=======>......................] - ETA: 3s - loss: 10.8510 - mean_absolute_error: 2.50351415/4840 [=======>......................] - ETA: 3s - loss: 10.8473 - mean_absolute_error: 2.50361462/4840 [========>.....................] - ETA: 3s - loss: 10.8265 - mean_absolute_error: 2.50081509/4840 [========>.....................] - ETA: 3s - loss: 10.8148 - mean_absolute_error: 2.49991554/4840 [========>.....................] - ETA: 3s - loss: 10.8147 - mean_absolute_error: 2.49981599/4840 [========>.....................] - ETA: 3s - loss: 10.8179 - mean_absolute_error: 2.50051645/4840 [=========>....................] - ETA: 3s - loss: 10.8201 - mean_absolute_error: 2.50081691/4840 [=========>....................] - ETA: 3s - loss: 10.8195 - mean_absolute_error: 2.50141736/4840 [=========>....................] - ETA: 3s - loss: 10.8072 - mean_absolute_error: 2.49991782/4840 [==========>...................] - ETA: 3s - loss: 10.8116 - mean_absolute_error: 2.49941827/4840 [==========>...................] - ETA: 3s - loss: 10.8095 - mean_absolute_error: 2.49901872/4840 [==========>...................] - ETA: 3s - loss: 10.8158 - mean_absolute_error: 2.49991918/4840 [==========>...................] - ETA: 3s - loss: 10.8306 - mean_absolute_error: 2.50201962/4840 [===========>..................] - ETA: 3s - loss: 10.8381 - mean_absolute_error: 2.50282005/4840 [===========>..................] - ETA: 3s - loss: 10.8288 - mean_absolute_error: 2.50192051/4840 [===========>..................] - ETA: 3s - loss: 10.8255 - mean_absolute_error: 2.50102095/4840 [===========>..................] - ETA: 3s - loss: 10.8287 - mean_absolute_error: 2.50192141/4840 [============>.................] - ETA: 2s - loss: 10.8339 - mean_absolute_error: 2.50322188/4840 [============>.................] - ETA: 2s - loss: 10.8296 - mean_absolute_error: 2.50242235/4840 [============>.................] - ETA: 2s - loss: 10.8316 - mean_absolute_error: 2.50352280/4840 [=============>................] - ETA: 2s - loss: 10.8355 - mean_absolute_error: 2.50442326/4840 [=============>................] - ETA: 2s - loss: 10.8246 - mean_absolute_error: 2.50272372/4840 [=============>................] - ETA: 2s - loss: 10.8291 - mean_absolute_error: 2.50352417/4840 [=============>................] - ETA: 2s - loss: 10.8206 - mean_absolute_error: 2.50232463/4840 [==============>...............] - ETA: 2s - loss: 10.8192 - mean_absolute_error: 2.50212509/4840 [==============>...............] - ETA: 2s - loss: 10.8197 - mean_absolute_error: 2.50212553/4840 [==============>...............] - ETA: 2s - loss: 10.8174 - mean_absolute_error: 2.50212598/4840 [===============>..............] - ETA: 2s - loss: 10.8040 - mean_absolute_error: 2.50022644/4840 [===============>..............] - ETA: 2s - loss: 10.8007 - mean_absolute_error: 2.49972690/4840 [===============>..............] - ETA: 2s - loss: 10.8007 - mean_absolute_error: 2.49932734/4840 [===============>..............] - ETA: 2s - loss: 10.8018 - mean_absolute_error: 2.49972780/4840 [================>.............] - ETA: 2s - loss: 10.7935 - mean_absolute_error: 2.49872826/4840 [================>.............] - ETA: 2s - loss: 10.7923 - mean_absolute_error: 2.49832870/4840 [================>.............] - ETA: 2s - loss: 10.8065 - mean_absolute_error: 2.49962914/4840 [=================>............] - ETA: 2s - loss: 10.8031 - mean_absolute_error: 2.49932961/4840 [=================>............] - ETA: 2s - loss: 10.8029 - mean_absolute_error: 2.49953007/4840 [=================>............] - ETA: 2s - loss: 10.8067 - mean_absolute_error: 2.50033053/4840 [=================>............] - ETA: 1s - loss: 10.8055 - mean_absolute_error: 2.49973100/4840 [==================>...........] - ETA: 1s - loss: 10.8092 - mean_absolute_error: 2.49993145/4840 [==================>...........] - ETA: 1s - loss: 10.8083 - mean_absolute_error: 2.49973192/4840 [==================>...........] - ETA: 1s - loss: 10.8116 - mean_absolute_error: 2.50013239/4840 [===================>..........] - ETA: 1s - loss: 10.8121 - mean_absolute_error: 2.50023286/4840 [===================>..........] - ETA: 1s - loss: 10.8059 - mean_absolute_error: 2.49983332/4840 [===================>..........] - ETA: 1s - loss: 10.8144 - mean_absolute_error: 2.50053378/4840 [===================>..........] - ETA: 1s - loss: 10.8202 - mean_absolute_error: 2.50153424/4840 [====================>.........] - ETA: 1s - loss: 10.8143 - mean_absolute_error: 2.50053470/4840 [====================>.........] - ETA: 1s - loss: 10.8169 - mean_absolute_error: 2.50103515/4840 [====================>.........] - ETA: 1s - loss: 10.8055 - mean_absolute_error: 2.49983561/4840 [=====================>........] - ETA: 1s - loss: 10.8068 - mean_absolute_error: 2.50023607/4840 [=====================>........] - ETA: 1s - loss: 10.8105 - mean_absolute_error: 2.50063653/4840 [=====================>........] - ETA: 1s - loss: 10.8045 - mean_absolute_error: 2.49973699/4840 [=====================>........] - ETA: 1s - loss: 10.8117 - mean_absolute_error: 2.50043746/4840 [======================>.......] - ETA: 1s - loss: 10.8132 - mean_absolute_error: 2.50033791/4840 [======================>.......] - ETA: 1s - loss: 10.8107 - mean_absolute_error: 2.49993835/4840 [======================>.......] - ETA: 1s - loss: 10.8115 - mean_absolute_error: 2.49983879/4840 [=======================>......] - ETA: 1s - loss: 10.8136 - mean_absolute_error: 2.49973925/4840 [=======================>......] - ETA: 1s - loss: 10.8205 - mean_absolute_error: 2.50053970/4840 [=======================>......] - ETA: 0s - loss: 10.8109 - mean_absolute_error: 2.49944016/4840 [=======================>......] - ETA: 0s - loss: 10.8143 - mean_absolute_error: 2.49964062/4840 [========================>.....] - ETA: 0s - loss: 10.8239 - mean_absolute_error: 2.50114107/4840 [========================>.....] - ETA: 0s - loss: 10.8216 - mean_absolute_error: 2.50064150/4840 [========================>.....] - ETA: 0s - loss: 10.8287 - mean_absolute_error: 2.50144197/4840 [=========================>....] - ETA: 0s - loss: 10.8224 - mean_absolute_error: 2.50044243/4840 [=========================>....] - ETA: 0s - loss: 10.8255 - mean_absolute_error: 2.50104289/4840 [=========================>....] - ETA: 0s - loss: 10.8221 - mean_absolute_error: 2.50014336/4840 [=========================>....] - ETA: 0s - loss: 10.8195 - mean_absolute_error: 2.50004383/4840 [==========================>...] - ETA: 0s - loss: 10.8270 - mean_absolute_error: 2.50134429/4840 [==========================>...] - ETA: 0s - loss: 10.8248 - mean_absolute_error: 2.50064474/4840 [==========================>...] - ETA: 0s - loss: 10.8255 - mean_absolute_error: 2.50094520/4840 [===========================>..] - ETA: 0s - loss: 10.8291 - mean_absolute_error: 2.50124565/4840 [===========================>..] - ETA: 0s - loss: 10.8279 - mean_absolute_error: 2.50124611/4840 [===========================>..] - ETA: 0s - loss: 10.8256 - mean_absolute_error: 2.50064656/4840 [===========================>..] - ETA: 0s - loss: 10.8308 - mean_absolute_error: 2.50124702/4840 [============================>.] - ETA: 0s - loss: 10.8284 - mean_absolute_error: 2.50084743/4840 [============================>.] - ETA: 0s - loss: 10.8314 - mean_absolute_error: 2.50104788/4840 [============================>.] - ETA: 0s - loss: 10.8299 - mean_absolute_error: 2.50104834/4840 [============================>.] - ETA: 0s - loss: 10.8288 - mean_absolute_error: 2.50114840/4840 [==============================] - 6s 1ms/step - loss: 10.8291 - mean_absolute_error: 2.5011 - val_loss: 11.6337 - val_mean_absolute_error: 2.5964
Epoch 17/100
   1/4840 [..............................] - ETA: 9s - loss: 8.9090 - mean_absolute_error: 2.2773  45/4840 [..............................] - ETA: 5s - loss: 11.0738 - mean_absolute_error: 2.5573  90/4840 [..............................] - ETA: 5s - loss: 11.2511 - mean_absolute_error: 2.5466 136/4840 [..............................] - ETA: 5s - loss: 11.2031 - mean_absolute_error: 2.5488 183/4840 [>.............................] - ETA: 5s - loss: 11.1458 - mean_absolute_error: 2.5482 228/4840 [>.............................] - ETA: 5s - loss: 11.2148 - mean_absolute_error: 2.5564 273/4840 [>.............................] - ETA: 5s - loss: 11.0566 - mean_absolute_error: 2.5320 318/4840 [>.............................] - ETA: 5s - loss: 11.0518 - mean_absolute_error: 2.5311 363/4840 [=>............................] - ETA: 5s - loss: 11.0296 - mean_absolute_error: 2.5280 410/4840 [=>............................] - ETA: 4s - loss: 10.9553 - mean_absolute_error: 2.5162 457/4840 [=>............................] - ETA: 4s - loss: 10.9179 - mean_absolute_error: 2.5145 503/4840 [==>...........................] - ETA: 4s - loss: 10.9139 - mean_absolute_error: 2.5158 549/4840 [==>...........................] - ETA: 4s - loss: 10.9382 - mean_absolute_error: 2.5194 592/4840 [==>...........................] - ETA: 4s - loss: 10.9139 - mean_absolute_error: 2.5159 638/4840 [==>...........................] - ETA: 4s - loss: 10.8830 - mean_absolute_error: 2.5115 683/4840 [===>..........................] - ETA: 4s - loss: 10.9061 - mean_absolute_error: 2.5164 728/4840 [===>..........................] - ETA: 4s - loss: 10.8762 - mean_absolute_error: 2.5135 772/4840 [===>..........................] - ETA: 4s - loss: 10.9088 - mean_absolute_error: 2.5165 818/4840 [====>.........................] - ETA: 4s - loss: 10.9085 - mean_absolute_error: 2.5172 863/4840 [====>.........................] - ETA: 4s - loss: 10.9005 - mean_absolute_error: 2.5152 907/4840 [====>.........................] - ETA: 4s - loss: 10.8688 - mean_absolute_error: 2.5112 952/4840 [====>.........................] - ETA: 4s - loss: 10.8564 - mean_absolute_error: 2.5096 998/4840 [=====>........................] - ETA: 4s - loss: 10.8518 - mean_absolute_error: 2.50881043/4840 [=====>........................] - ETA: 4s - loss: 10.8730 - mean_absolute_error: 2.51111089/4840 [=====>........................] - ETA: 4s - loss: 10.9018 - mean_absolute_error: 2.51441135/4840 [======>.......................] - ETA: 4s - loss: 10.9026 - mean_absolute_error: 2.51381181/4840 [======>.......................] - ETA: 4s - loss: 10.8895 - mean_absolute_error: 2.51271226/4840 [======>.......................] - ETA: 4s - loss: 10.8751 - mean_absolute_error: 2.51101270/4840 [======>.......................] - ETA: 3s - loss: 10.8581 - mean_absolute_error: 2.50901316/4840 [=======>......................] - ETA: 3s - loss: 10.8453 - mean_absolute_error: 2.50711361/4840 [=======>......................] - ETA: 3s - loss: 10.8606 - mean_absolute_error: 2.50861406/4840 [=======>......................] - ETA: 3s - loss: 10.8364 - mean_absolute_error: 2.50611451/4840 [=======>......................] - ETA: 3s - loss: 10.8288 - mean_absolute_error: 2.50531492/4840 [========>.....................] - ETA: 3s - loss: 10.8192 - mean_absolute_error: 2.50401536/4840 [========>.....................] - ETA: 3s - loss: 10.8175 - mean_absolute_error: 2.50241582/4840 [========>.....................] - ETA: 3s - loss: 10.8211 - mean_absolute_error: 2.50281626/4840 [=========>....................] - ETA: 3s - loss: 10.8256 - mean_absolute_error: 2.50321671/4840 [=========>....................] - ETA: 3s - loss: 10.8435 - mean_absolute_error: 2.50531715/4840 [=========>....................] - ETA: 3s - loss: 10.8397 - mean_absolute_error: 2.50541761/4840 [=========>....................] - ETA: 3s - loss: 10.8356 - mean_absolute_error: 2.50541805/4840 [==========>...................] - ETA: 3s - loss: 10.8436 - mean_absolute_error: 2.50581849/4840 [==========>...................] - ETA: 3s - loss: 10.8460 - mean_absolute_error: 2.50631894/4840 [==========>...................] - ETA: 3s - loss: 10.8361 - mean_absolute_error: 2.50521939/4840 [===========>..................] - ETA: 3s - loss: 10.8449 - mean_absolute_error: 2.50611984/4840 [===========>..................] - ETA: 3s - loss: 10.8451 - mean_absolute_error: 2.50612029/4840 [===========>..................] - ETA: 3s - loss: 10.8413 - mean_absolute_error: 2.50552076/4840 [===========>..................] - ETA: 3s - loss: 10.8437 - mean_absolute_error: 2.50542120/4840 [============>.................] - ETA: 3s - loss: 10.8393 - mean_absolute_error: 2.50502164/4840 [============>.................] - ETA: 3s - loss: 10.8237 - mean_absolute_error: 2.50312210/4840 [============>.................] - ETA: 2s - loss: 10.8208 - mean_absolute_error: 2.50232256/4840 [============>.................] - ETA: 2s - loss: 10.8133 - mean_absolute_error: 2.50202301/4840 [=============>................] - ETA: 2s - loss: 10.8027 - mean_absolute_error: 2.50102346/4840 [=============>................] - ETA: 2s - loss: 10.7924 - mean_absolute_error: 2.50032390/4840 [=============>................] - ETA: 2s - loss: 10.7819 - mean_absolute_error: 2.49922433/4840 [==============>...............] - ETA: 2s - loss: 10.7864 - mean_absolute_error: 2.49992477/4840 [==============>...............] - ETA: 2s - loss: 10.7900 - mean_absolute_error: 2.50052522/4840 [==============>...............] - ETA: 2s - loss: 10.7907 - mean_absolute_error: 2.50062568/4840 [==============>...............] - ETA: 2s - loss: 10.7940 - mean_absolute_error: 2.50072612/4840 [===============>..............] - ETA: 2s - loss: 10.7971 - mean_absolute_error: 2.50102657/4840 [===============>..............] - ETA: 2s - loss: 10.7897 - mean_absolute_error: 2.50012701/4840 [===============>..............] - ETA: 2s - loss: 10.7951 - mean_absolute_error: 2.50102747/4840 [================>.............] - ETA: 2s - loss: 10.8029 - mean_absolute_error: 2.50212793/4840 [================>.............] - ETA: 2s - loss: 10.8021 - mean_absolute_error: 2.50222838/4840 [================>.............] - ETA: 2s - loss: 10.8066 - mean_absolute_error: 2.50272883/4840 [================>.............] - ETA: 2s - loss: 10.8002 - mean_absolute_error: 2.50162929/4840 [=================>............] - ETA: 2s - loss: 10.7909 - mean_absolute_error: 2.50062974/4840 [=================>............] - ETA: 2s - loss: 10.7840 - mean_absolute_error: 2.49973018/4840 [=================>............] - ETA: 2s - loss: 10.7858 - mean_absolute_error: 2.49983063/4840 [=================>............] - ETA: 1s - loss: 10.7719 - mean_absolute_error: 2.49823109/4840 [==================>...........] - ETA: 1s - loss: 10.7639 - mean_absolute_error: 2.49713154/4840 [==================>...........] - ETA: 1s - loss: 10.7555 - mean_absolute_error: 2.49593200/4840 [==================>...........] - ETA: 1s - loss: 10.7639 - mean_absolute_error: 2.49723243/4840 [===================>..........] - ETA: 1s - loss: 10.7631 - mean_absolute_error: 2.49723288/4840 [===================>..........] - ETA: 1s - loss: 10.7615 - mean_absolute_error: 2.49703331/4840 [===================>..........] - ETA: 1s - loss: 10.7612 - mean_absolute_error: 2.49713374/4840 [===================>..........] - ETA: 1s - loss: 10.7516 - mean_absolute_error: 2.49633420/4840 [====================>.........] - ETA: 1s - loss: 10.7531 - mean_absolute_error: 2.49673465/4840 [====================>.........] - ETA: 1s - loss: 10.7541 - mean_absolute_error: 2.49683510/4840 [====================>.........] - ETA: 1s - loss: 10.7517 - mean_absolute_error: 2.49653554/4840 [=====================>........] - ETA: 1s - loss: 10.7523 - mean_absolute_error: 2.49633600/4840 [=====================>........] - ETA: 1s - loss: 10.7521 - mean_absolute_error: 2.49633645/4840 [=====================>........] - ETA: 1s - loss: 10.7505 - mean_absolute_error: 2.49593691/4840 [=====================>........] - ETA: 1s - loss: 10.7472 - mean_absolute_error: 2.49543736/4840 [======================>.......] - ETA: 1s - loss: 10.7437 - mean_absolute_error: 2.49513782/4840 [======================>.......] - ETA: 1s - loss: 10.7410 - mean_absolute_error: 2.49473828/4840 [======================>.......] - ETA: 1s - loss: 10.7367 - mean_absolute_error: 2.49363873/4840 [=======================>......] - ETA: 1s - loss: 10.7364 - mean_absolute_error: 2.49333918/4840 [=======================>......] - ETA: 1s - loss: 10.7339 - mean_absolute_error: 2.49313962/4840 [=======================>......] - ETA: 0s - loss: 10.7325 - mean_absolute_error: 2.49274007/4840 [=======================>......] - ETA: 0s - loss: 10.7381 - mean_absolute_error: 2.49374052/4840 [========================>.....] - ETA: 0s - loss: 10.7469 - mean_absolute_error: 2.49504098/4840 [========================>.....] - ETA: 0s - loss: 10.7465 - mean_absolute_error: 2.49484142/4840 [========================>.....] - ETA: 0s - loss: 10.7451 - mean_absolute_error: 2.49464186/4840 [========================>.....] - ETA: 0s - loss: 10.7475 - mean_absolute_error: 2.49474228/4840 [=========================>....] - ETA: 0s - loss: 10.7472 - mean_absolute_error: 2.49454270/4840 [=========================>....] - ETA: 0s - loss: 10.7625 - mean_absolute_error: 2.49634316/4840 [=========================>....] - ETA: 0s - loss: 10.7653 - mean_absolute_error: 2.49674361/4840 [==========================>...] - ETA: 0s - loss: 10.7635 - mean_absolute_error: 2.49644405/4840 [==========================>...] - ETA: 0s - loss: 10.7636 - mean_absolute_error: 2.49654450/4840 [==========================>...] - ETA: 0s - loss: 10.7638 - mean_absolute_error: 2.49664495/4840 [==========================>...] - ETA: 0s - loss: 10.7681 - mean_absolute_error: 2.49724542/4840 [===========================>..] - ETA: 0s - loss: 10.7698 - mean_absolute_error: 2.49744588/4840 [===========================>..] - ETA: 0s - loss: 10.7789 - mean_absolute_error: 2.49894633/4840 [===========================>..] - ETA: 0s - loss: 10.7747 - mean_absolute_error: 2.49834678/4840 [===========================>..] - ETA: 0s - loss: 10.7711 - mean_absolute_error: 2.49754723/4840 [============================>.] - ETA: 0s - loss: 10.7693 - mean_absolute_error: 2.49734768/4840 [============================>.] - ETA: 0s - loss: 10.7605 - mean_absolute_error: 2.49624813/4840 [============================>.] - ETA: 0s - loss: 10.7606 - mean_absolute_error: 2.49614840/4840 [==============================] - 6s 1ms/step - loss: 10.7588 - mean_absolute_error: 2.4958 - val_loss: 11.5871 - val_mean_absolute_error: 2.5926
Epoch 18/100
   1/4840 [..............................] - ETA: 4s - loss: 7.3475 - mean_absolute_error: 2.1363  45/4840 [..............................] - ETA: 5s - loss: 9.5251 - mean_absolute_error: 2.3185  90/4840 [..............................] - ETA: 5s - loss: 9.9922 - mean_absolute_error: 2.3931 136/4840 [..............................] - ETA: 5s - loss: 10.0885 - mean_absolute_error: 2.4044 181/4840 [>.............................] - ETA: 5s - loss: 10.3302 - mean_absolute_error: 2.4448 226/4840 [>.............................] - ETA: 5s - loss: 10.2186 - mean_absolute_error: 2.4295 271/4840 [>.............................] - ETA: 5s - loss: 10.1100 - mean_absolute_error: 2.4159 317/4840 [>.............................] - ETA: 5s - loss: 10.2111 - mean_absolute_error: 2.4297 364/4840 [=>............................] - ETA: 4s - loss: 10.2371 - mean_absolute_error: 2.4297 410/4840 [=>............................] - ETA: 4s - loss: 10.2828 - mean_absolute_error: 2.4354 455/4840 [=>............................] - ETA: 4s - loss: 10.3043 - mean_absolute_error: 2.4362 501/4840 [==>...........................] - ETA: 4s - loss: 10.2396 - mean_absolute_error: 2.4293 545/4840 [==>...........................] - ETA: 4s - loss: 10.2961 - mean_absolute_error: 2.4371 590/4840 [==>...........................] - ETA: 4s - loss: 10.3644 - mean_absolute_error: 2.4474 636/4840 [==>...........................] - ETA: 4s - loss: 10.4049 - mean_absolute_error: 2.4527 680/4840 [===>..........................] - ETA: 4s - loss: 10.4568 - mean_absolute_error: 2.4596 726/4840 [===>..........................] - ETA: 4s - loss: 10.4980 - mean_absolute_error: 2.4659 772/4840 [===>..........................] - ETA: 4s - loss: 10.5107 - mean_absolute_error: 2.4693 818/4840 [====>.........................] - ETA: 4s - loss: 10.5356 - mean_absolute_error: 2.4720 864/4840 [====>.........................] - ETA: 4s - loss: 10.5308 - mean_absolute_error: 2.4721 908/4840 [====>.........................] - ETA: 4s - loss: 10.5361 - mean_absolute_error: 2.4714 951/4840 [====>.........................] - ETA: 4s - loss: 10.5579 - mean_absolute_error: 2.4730 997/4840 [=====>........................] - ETA: 4s - loss: 10.5541 - mean_absolute_error: 2.47051043/4840 [=====>........................] - ETA: 4s - loss: 10.5664 - mean_absolute_error: 2.47291087/4840 [=====>........................] - ETA: 4s - loss: 10.5684 - mean_absolute_error: 2.47361133/4840 [======>.......................] - ETA: 4s - loss: 10.5671 - mean_absolute_error: 2.47221179/4840 [======>.......................] - ETA: 4s - loss: 10.5664 - mean_absolute_error: 2.47161223/4840 [======>.......................] - ETA: 4s - loss: 10.5831 - mean_absolute_error: 2.47241269/4840 [======>.......................] - ETA: 3s - loss: 10.5945 - mean_absolute_error: 2.47281315/4840 [=======>......................] - ETA: 3s - loss: 10.5840 - mean_absolute_error: 2.47121361/4840 [=======>......................] - ETA: 3s - loss: 10.5857 - mean_absolute_error: 2.47171406/4840 [=======>......................] - ETA: 3s - loss: 10.5770 - mean_absolute_error: 2.46981452/4840 [========>.....................] - ETA: 3s - loss: 10.5944 - mean_absolute_error: 2.47381497/4840 [========>.....................] - ETA: 3s - loss: 10.6057 - mean_absolute_error: 2.47441542/4840 [========>.....................] - ETA: 3s - loss: 10.5935 - mean_absolute_error: 2.47201589/4840 [========>.....................] - ETA: 3s - loss: 10.6035 - mean_absolute_error: 2.47401633/4840 [=========>....................] - ETA: 3s - loss: 10.6023 - mean_absolute_error: 2.47401679/4840 [=========>....................] - ETA: 3s - loss: 10.5959 - mean_absolute_error: 2.47311725/4840 [=========>....................] - ETA: 3s - loss: 10.6082 - mean_absolute_error: 2.47471771/4840 [=========>....................] - ETA: 3s - loss: 10.6118 - mean_absolute_error: 2.47511817/4840 [==========>...................] - ETA: 3s - loss: 10.6159 - mean_absolute_error: 2.47611859/4840 [==========>...................] - ETA: 3s - loss: 10.6208 - mean_absolute_error: 2.47671902/4840 [==========>...................] - ETA: 3s - loss: 10.6391 - mean_absolute_error: 2.47891949/4840 [===========>..................] - ETA: 3s - loss: 10.6354 - mean_absolute_error: 2.47931995/4840 [===========>..................] - ETA: 3s - loss: 10.6274 - mean_absolute_error: 2.47782041/4840 [===========>..................] - ETA: 3s - loss: 10.6425 - mean_absolute_error: 2.48052088/4840 [===========>..................] - ETA: 3s - loss: 10.6353 - mean_absolute_error: 2.47992133/4840 [============>.................] - ETA: 3s - loss: 10.6267 - mean_absolute_error: 2.47842179/4840 [============>.................] - ETA: 2s - loss: 10.6359 - mean_absolute_error: 2.47992224/4840 [============>.................] - ETA: 2s - loss: 10.6428 - mean_absolute_error: 2.48102270/4840 [=============>................] - ETA: 2s - loss: 10.6346 - mean_absolute_error: 2.48002315/4840 [=============>................] - ETA: 2s - loss: 10.6356 - mean_absolute_error: 2.48052361/4840 [=============>................] - ETA: 2s - loss: 10.6330 - mean_absolute_error: 2.47992407/4840 [=============>................] - ETA: 2s - loss: 10.6324 - mean_absolute_error: 2.47992452/4840 [==============>...............] - ETA: 2s - loss: 10.6277 - mean_absolute_error: 2.47942498/4840 [==============>...............] - ETA: 2s - loss: 10.6412 - mean_absolute_error: 2.48122545/4840 [==============>...............] - ETA: 2s - loss: 10.6425 - mean_absolute_error: 2.48162589/4840 [===============>..............] - ETA: 2s - loss: 10.6400 - mean_absolute_error: 2.48132636/4840 [===============>..............] - ETA: 2s - loss: 10.6382 - mean_absolute_error: 2.48152683/4840 [===============>..............] - ETA: 2s - loss: 10.6353 - mean_absolute_error: 2.48072729/4840 [===============>..............] - ETA: 2s - loss: 10.6343 - mean_absolute_error: 2.48052774/4840 [================>.............] - ETA: 2s - loss: 10.6438 - mean_absolute_error: 2.48172818/4840 [================>.............] - ETA: 2s - loss: 10.6478 - mean_absolute_error: 2.48252865/4840 [================>.............] - ETA: 2s - loss: 10.6516 - mean_absolute_error: 2.48322911/4840 [=================>............] - ETA: 2s - loss: 10.6589 - mean_absolute_error: 2.48402957/4840 [=================>............] - ETA: 2s - loss: 10.6645 - mean_absolute_error: 2.48453003/4840 [=================>............] - ETA: 2s - loss: 10.6650 - mean_absolute_error: 2.48453047/4840 [=================>............] - ETA: 1s - loss: 10.6719 - mean_absolute_error: 2.48533093/4840 [==================>...........] - ETA: 1s - loss: 10.6720 - mean_absolute_error: 2.48543141/4840 [==================>...........] - ETA: 1s - loss: 10.6621 - mean_absolute_error: 2.48443187/4840 [==================>...........] - ETA: 1s - loss: 10.6624 - mean_absolute_error: 2.48443232/4840 [===================>..........] - ETA: 1s - loss: 10.6523 - mean_absolute_error: 2.48303278/4840 [===================>..........] - ETA: 1s - loss: 10.6592 - mean_absolute_error: 2.48373323/4840 [===================>..........] - ETA: 1s - loss: 10.6479 - mean_absolute_error: 2.48213369/4840 [===================>..........] - ETA: 1s - loss: 10.6468 - mean_absolute_error: 2.48143415/4840 [====================>.........] - ETA: 1s - loss: 10.6499 - mean_absolute_error: 2.48173460/4840 [====================>.........] - ETA: 1s - loss: 10.6582 - mean_absolute_error: 2.48343505/4840 [====================>.........] - ETA: 1s - loss: 10.6624 - mean_absolute_error: 2.48383551/4840 [=====================>........] - ETA: 1s - loss: 10.6635 - mean_absolute_error: 2.48413597/4840 [=====================>........] - ETA: 1s - loss: 10.6644 - mean_absolute_error: 2.48463644/4840 [=====================>........] - ETA: 1s - loss: 10.6627 - mean_absolute_error: 2.48493689/4840 [=====================>........] - ETA: 1s - loss: 10.6694 - mean_absolute_error: 2.48583732/4840 [======================>.......] - ETA: 1s - loss: 10.6677 - mean_absolute_error: 2.48553779/4840 [======================>.......] - ETA: 1s - loss: 10.6747 - mean_absolute_error: 2.48643824/4840 [======================>.......] - ETA: 1s - loss: 10.6790 - mean_absolute_error: 2.48683869/4840 [======================>.......] - ETA: 1s - loss: 10.6779 - mean_absolute_error: 2.48663915/4840 [=======================>......] - ETA: 1s - loss: 10.6731 - mean_absolute_error: 2.48573959/4840 [=======================>......] - ETA: 0s - loss: 10.6714 - mean_absolute_error: 2.48574004/4840 [=======================>......] - ETA: 0s - loss: 10.6810 - mean_absolute_error: 2.48694050/4840 [========================>.....] - ETA: 0s - loss: 10.6775 - mean_absolute_error: 2.48634095/4840 [========================>.....] - ETA: 0s - loss: 10.6835 - mean_absolute_error: 2.48694137/4840 [========================>.....] - ETA: 0s - loss: 10.6825 - mean_absolute_error: 2.48674178/4840 [========================>.....] - ETA: 0s - loss: 10.6806 - mean_absolute_error: 2.48674221/4840 [=========================>....] - ETA: 0s - loss: 10.6816 - mean_absolute_error: 2.48704265/4840 [=========================>....] - ETA: 0s - loss: 10.6905 - mean_absolute_error: 2.48784309/4840 [=========================>....] - ETA: 0s - loss: 10.6875 - mean_absolute_error: 2.48734354/4840 [=========================>....] - ETA: 0s - loss: 10.6951 - mean_absolute_error: 2.48834400/4840 [==========================>...] - ETA: 0s - loss: 10.7000 - mean_absolute_error: 2.48904446/4840 [==========================>...] - ETA: 0s - loss: 10.7065 - mean_absolute_error: 2.48984492/4840 [==========================>...] - ETA: 0s - loss: 10.7033 - mean_absolute_error: 2.48924538/4840 [===========================>..] - ETA: 0s - loss: 10.7006 - mean_absolute_error: 2.48894585/4840 [===========================>..] - ETA: 0s - loss: 10.7022 - mean_absolute_error: 2.48904629/4840 [===========================>..] - ETA: 0s - loss: 10.7052 - mean_absolute_error: 2.48914674/4840 [===========================>..] - ETA: 0s - loss: 10.7091 - mean_absolute_error: 2.48964720/4840 [============================>.] - ETA: 0s - loss: 10.7081 - mean_absolute_error: 2.48964766/4840 [============================>.] - ETA: 0s - loss: 10.7071 - mean_absolute_error: 2.48914812/4840 [============================>.] - ETA: 0s - loss: 10.7058 - mean_absolute_error: 2.48894840/4840 [==============================] - 6s 1ms/step - loss: 10.7055 - mean_absolute_error: 2.4889 - val_loss: 11.5536 - val_mean_absolute_error: 2.5907
Epoch 19/100
   1/4840 [..............................] - ETA: 6s - loss: 11.6286 - mean_absolute_error: 2.6550  45/4840 [..............................] - ETA: 5s - loss: 10.5623 - mean_absolute_error: 2.4763  90/4840 [..............................] - ETA: 5s - loss: 10.5723 - mean_absolute_error: 2.4905 137/4840 [..............................] - ETA: 5s - loss: 10.4408 - mean_absolute_error: 2.4601 182/4840 [>.............................] - ETA: 5s - loss: 10.4272 - mean_absolute_error: 2.4548 228/4840 [>.............................] - ETA: 5s - loss: 10.2176 - mean_absolute_error: 2.4248 273/4840 [>.............................] - ETA: 5s - loss: 10.1769 - mean_absolute_error: 2.4241 318/4840 [>.............................] - ETA: 5s - loss: 10.1664 - mean_absolute_error: 2.4233 365/4840 [=>............................] - ETA: 4s - loss: 10.2310 - mean_absolute_error: 2.4284 412/4840 [=>............................] - ETA: 4s - loss: 10.2310 - mean_absolute_error: 2.4286 456/4840 [=>............................] - ETA: 4s - loss: 10.3060 - mean_absolute_error: 2.4378 502/4840 [==>...........................] - ETA: 4s - loss: 10.3255 - mean_absolute_error: 2.4387 548/4840 [==>...........................] - ETA: 4s - loss: 10.3373 - mean_absolute_error: 2.4437 593/4840 [==>...........................] - ETA: 4s - loss: 10.3939 - mean_absolute_error: 2.4519 639/4840 [==>...........................] - ETA: 4s - loss: 10.3129 - mean_absolute_error: 2.4417 685/4840 [===>..........................] - ETA: 4s - loss: 10.3499 - mean_absolute_error: 2.4463 730/4840 [===>..........................] - ETA: 4s - loss: 10.3953 - mean_absolute_error: 2.4522 776/4840 [===>..........................] - ETA: 4s - loss: 10.4673 - mean_absolute_error: 2.4605 821/4840 [====>.........................] - ETA: 4s - loss: 10.4577 - mean_absolute_error: 2.4593 867/4840 [====>.........................] - ETA: 4s - loss: 10.4970 - mean_absolute_error: 2.4636 914/4840 [====>.........................] - ETA: 4s - loss: 10.4825 - mean_absolute_error: 2.4609 961/4840 [====>.........................] - ETA: 4s - loss: 10.5125 - mean_absolute_error: 2.46561007/4840 [=====>........................] - ETA: 4s - loss: 10.5111 - mean_absolute_error: 2.46651052/4840 [=====>........................] - ETA: 4s - loss: 10.5134 - mean_absolute_error: 2.46721098/4840 [=====>........................] - ETA: 4s - loss: 10.4998 - mean_absolute_error: 2.46601144/4840 [======>.......................] - ETA: 4s - loss: 10.4896 - mean_absolute_error: 2.46461191/4840 [======>.......................] - ETA: 4s - loss: 10.4842 - mean_absolute_error: 2.46461237/4840 [======>.......................] - ETA: 3s - loss: 10.4664 - mean_absolute_error: 2.46191283/4840 [======>.......................] - ETA: 3s - loss: 10.4577 - mean_absolute_error: 2.46101329/4840 [=======>......................] - ETA: 3s - loss: 10.4520 - mean_absolute_error: 2.45891374/4840 [=======>......................] - ETA: 3s - loss: 10.4537 - mean_absolute_error: 2.45871420/4840 [=======>......................] - ETA: 3s - loss: 10.4435 - mean_absolute_error: 2.45761467/4840 [========>.....................] - ETA: 3s - loss: 10.4722 - mean_absolute_error: 2.46181513/4840 [========>.....................] - ETA: 3s - loss: 10.4758 - mean_absolute_error: 2.46261560/4840 [========>.....................] - ETA: 3s - loss: 10.4848 - mean_absolute_error: 2.46191605/4840 [========>.....................] - ETA: 3s - loss: 10.5080 - mean_absolute_error: 2.46501651/4840 [=========>....................] - ETA: 3s - loss: 10.5203 - mean_absolute_error: 2.46671696/4840 [=========>....................] - ETA: 3s - loss: 10.5225 - mean_absolute_error: 2.46751742/4840 [=========>....................] - ETA: 3s - loss: 10.5309 - mean_absolute_error: 2.46901788/4840 [==========>...................] - ETA: 3s - loss: 10.5393 - mean_absolute_error: 2.47081832/4840 [==========>...................] - ETA: 3s - loss: 10.5567 - mean_absolute_error: 2.47271878/4840 [==========>...................] - ETA: 3s - loss: 10.5535 - mean_absolute_error: 2.47181924/4840 [==========>...................] - ETA: 3s - loss: 10.5503 - mean_absolute_error: 2.47111970/4840 [===========>..................] - ETA: 3s - loss: 10.5402 - mean_absolute_error: 2.46952015/4840 [===========>..................] - ETA: 3s - loss: 10.5479 - mean_absolute_error: 2.46982061/4840 [===========>..................] - ETA: 3s - loss: 10.5535 - mean_absolute_error: 2.47072106/4840 [============>.................] - ETA: 3s - loss: 10.5505 - mean_absolute_error: 2.47032152/4840 [============>.................] - ETA: 2s - loss: 10.5659 - mean_absolute_error: 2.47192199/4840 [============>.................] - ETA: 2s - loss: 10.5718 - mean_absolute_error: 2.47292245/4840 [============>.................] - ETA: 2s - loss: 10.5798 - mean_absolute_error: 2.47392290/4840 [=============>................] - ETA: 2s - loss: 10.5648 - mean_absolute_error: 2.47232335/4840 [=============>................] - ETA: 2s - loss: 10.5638 - mean_absolute_error: 2.47242381/4840 [=============>................] - ETA: 2s - loss: 10.5515 - mean_absolute_error: 2.47032427/4840 [==============>...............] - ETA: 2s - loss: 10.5548 - mean_absolute_error: 2.47032473/4840 [==============>...............] - ETA: 2s - loss: 10.5604 - mean_absolute_error: 2.47112519/4840 [==============>...............] - ETA: 2s - loss: 10.5702 - mean_absolute_error: 2.47212564/4840 [==============>...............] - ETA: 2s - loss: 10.5604 - mean_absolute_error: 2.47082608/4840 [===============>..............] - ETA: 2s - loss: 10.5514 - mean_absolute_error: 2.46962654/4840 [===============>..............] - ETA: 2s - loss: 10.5485 - mean_absolute_error: 2.46992701/4840 [===============>..............] - ETA: 2s - loss: 10.5569 - mean_absolute_error: 2.47112747/4840 [================>.............] - ETA: 2s - loss: 10.5541 - mean_absolute_error: 2.47092794/4840 [================>.............] - ETA: 2s - loss: 10.5494 - mean_absolute_error: 2.47062839/4840 [================>.............] - ETA: 2s - loss: 10.5614 - mean_absolute_error: 2.47212884/4840 [================>.............] - ETA: 2s - loss: 10.5791 - mean_absolute_error: 2.47402931/4840 [=================>............] - ETA: 2s - loss: 10.5735 - mean_absolute_error: 2.47332978/4840 [=================>............] - ETA: 2s - loss: 10.5638 - mean_absolute_error: 2.47213025/4840 [=================>............] - ETA: 2s - loss: 10.5743 - mean_absolute_error: 2.47383072/4840 [==================>...........] - ETA: 1s - loss: 10.5766 - mean_absolute_error: 2.47403118/4840 [==================>...........] - ETA: 1s - loss: 10.5766 - mean_absolute_error: 2.47363163/4840 [==================>...........] - ETA: 1s - loss: 10.5791 - mean_absolute_error: 2.47393209/4840 [==================>...........] - ETA: 1s - loss: 10.5825 - mean_absolute_error: 2.47443254/4840 [===================>..........] - ETA: 1s - loss: 10.5845 - mean_absolute_error: 2.47463300/4840 [===================>..........] - ETA: 1s - loss: 10.5923 - mean_absolute_error: 2.47533346/4840 [===================>..........] - ETA: 1s - loss: 10.5964 - mean_absolute_error: 2.47593392/4840 [====================>.........] - ETA: 1s - loss: 10.6017 - mean_absolute_error: 2.47663437/4840 [====================>.........] - ETA: 1s - loss: 10.6058 - mean_absolute_error: 2.47743482/4840 [====================>.........] - ETA: 1s - loss: 10.6156 - mean_absolute_error: 2.47813528/4840 [====================>.........] - ETA: 1s - loss: 10.6119 - mean_absolute_error: 2.47733572/4840 [=====================>........] - ETA: 1s - loss: 10.6190 - mean_absolute_error: 2.47793618/4840 [=====================>........] - ETA: 1s - loss: 10.6186 - mean_absolute_error: 2.47783659/4840 [=====================>........] - ETA: 1s - loss: 10.6279 - mean_absolute_error: 2.47903704/4840 [=====================>........] - ETA: 1s - loss: 10.6248 - mean_absolute_error: 2.47893750/4840 [======================>.......] - ETA: 1s - loss: 10.6217 - mean_absolute_error: 2.47833795/4840 [======================>.......] - ETA: 1s - loss: 10.6313 - mean_absolute_error: 2.47953840/4840 [======================>.......] - ETA: 1s - loss: 10.6279 - mean_absolute_error: 2.47933885/4840 [=======================>......] - ETA: 1s - loss: 10.6345 - mean_absolute_error: 2.48013930/4840 [=======================>......] - ETA: 1s - loss: 10.6373 - mean_absolute_error: 2.48053975/4840 [=======================>......] - ETA: 0s - loss: 10.6391 - mean_absolute_error: 2.48064021/4840 [=======================>......] - ETA: 0s - loss: 10.6336 - mean_absolute_error: 2.48014066/4840 [========================>.....] - ETA: 0s - loss: 10.6330 - mean_absolute_error: 2.48004111/4840 [========================>.....] - ETA: 0s - loss: 10.6352 - mean_absolute_error: 2.47994156/4840 [========================>.....] - ETA: 0s - loss: 10.6389 - mean_absolute_error: 2.48024202/4840 [=========================>....] - ETA: 0s - loss: 10.6407 - mean_absolute_error: 2.48054249/4840 [=========================>....] - ETA: 0s - loss: 10.6515 - mean_absolute_error: 2.48204295/4840 [=========================>....] - ETA: 0s - loss: 10.6550 - mean_absolute_error: 2.48274339/4840 [=========================>....] - ETA: 0s - loss: 10.6524 - mean_absolute_error: 2.48254383/4840 [==========================>...] - ETA: 0s - loss: 10.6544 - mean_absolute_error: 2.48264428/4840 [==========================>...] - ETA: 0s - loss: 10.6553 - mean_absolute_error: 2.48304474/4840 [==========================>...] - ETA: 0s - loss: 10.6568 - mean_absolute_error: 2.48334519/4840 [===========================>..] - ETA: 0s - loss: 10.6546 - mean_absolute_error: 2.48314565/4840 [===========================>..] - ETA: 0s - loss: 10.6560 - mean_absolute_error: 2.48364611/4840 [===========================>..] - ETA: 0s - loss: 10.6573 - mean_absolute_error: 2.48384656/4840 [===========================>..] - ETA: 0s - loss: 10.6516 - mean_absolute_error: 2.48294703/4840 [============================>.] - ETA: 0s - loss: 10.6569 - mean_absolute_error: 2.48334749/4840 [============================>.] - ETA: 0s - loss: 10.6558 - mean_absolute_error: 2.48304794/4840 [============================>.] - ETA: 0s - loss: 10.6585 - mean_absolute_error: 2.48354840/4840 [==============================] - ETA: 0s - loss: 10.6636 - mean_absolute_error: 2.48414840/4840 [==============================] - 6s 1ms/step - loss: 10.6636 - mean_absolute_error: 2.4841 - val_loss: 11.5314 - val_mean_absolute_error: 2.5899
Epoch 20/100
   1/4840 [..............................] - ETA: 9s - loss: 11.4159 - mean_absolute_error: 2.6510  46/4840 [..............................] - ETA: 5s - loss: 10.5248 - mean_absolute_error: 2.4740  91/4840 [..............................] - ETA: 5s - loss: 10.3808 - mean_absolute_error: 2.4602 137/4840 [..............................] - ETA: 5s - loss: 10.4334 - mean_absolute_error: 2.4643 183/4840 [>.............................] - ETA: 5s - loss: 10.5234 - mean_absolute_error: 2.4683 228/4840 [>.............................] - ETA: 5s - loss: 10.5783 - mean_absolute_error: 2.4768 273/4840 [>.............................] - ETA: 5s - loss: 10.5238 - mean_absolute_error: 2.4723 318/4840 [>.............................] - ETA: 5s - loss: 10.4176 - mean_absolute_error: 2.4568 365/4840 [=>............................] - ETA: 4s - loss: 10.3662 - mean_absolute_error: 2.4484 409/4840 [=>............................] - ETA: 4s - loss: 10.4549 - mean_absolute_error: 2.4602 454/4840 [=>............................] - ETA: 4s - loss: 10.4969 - mean_absolute_error: 2.4635 499/4840 [==>...........................] - ETA: 4s - loss: 10.4985 - mean_absolute_error: 2.4633 545/4840 [==>...........................] - ETA: 4s - loss: 10.5271 - mean_absolute_error: 2.4666 591/4840 [==>...........................] - ETA: 4s - loss: 10.5708 - mean_absolute_error: 2.4738 638/4840 [==>...........................] - ETA: 4s - loss: 10.5358 - mean_absolute_error: 2.4683 684/4840 [===>..........................] - ETA: 4s - loss: 10.5287 - mean_absolute_error: 2.4666 731/4840 [===>..........................] - ETA: 4s - loss: 10.5686 - mean_absolute_error: 2.4730 776/4840 [===>..........................] - ETA: 4s - loss: 10.5540 - mean_absolute_error: 2.4723 821/4840 [====>.........................] - ETA: 4s - loss: 10.5571 - mean_absolute_error: 2.4733 868/4840 [====>.........................] - ETA: 4s - loss: 10.5001 - mean_absolute_error: 2.4671 912/4840 [====>.........................] - ETA: 4s - loss: 10.5048 - mean_absolute_error: 2.4687 958/4840 [====>.........................] - ETA: 4s - loss: 10.5037 - mean_absolute_error: 2.46841003/4840 [=====>........................] - ETA: 4s - loss: 10.4974 - mean_absolute_error: 2.46741049/4840 [=====>........................] - ETA: 4s - loss: 10.4965 - mean_absolute_error: 2.46631094/4840 [=====>........................] - ETA: 4s - loss: 10.4753 - mean_absolute_error: 2.46441140/4840 [======>.......................] - ETA: 4s - loss: 10.4445 - mean_absolute_error: 2.45981186/4840 [======>.......................] - ETA: 4s - loss: 10.4195 - mean_absolute_error: 2.45711232/4840 [======>.......................] - ETA: 4s - loss: 10.4359 - mean_absolute_error: 2.45801278/4840 [======>.......................] - ETA: 3s - loss: 10.4312 - mean_absolute_error: 2.45601323/4840 [=======>......................] - ETA: 3s - loss: 10.4424 - mean_absolute_error: 2.45771369/4840 [=======>......................] - ETA: 3s - loss: 10.4310 - mean_absolute_error: 2.45711415/4840 [=======>......................] - ETA: 3s - loss: 10.4497 - mean_absolute_error: 2.45931460/4840 [========>.....................] - ETA: 3s - loss: 10.4486 - mean_absolute_error: 2.45881507/4840 [========>.....................] - ETA: 3s - loss: 10.4621 - mean_absolute_error: 2.46071554/4840 [========>.....................] - ETA: 3s - loss: 10.4581 - mean_absolute_error: 2.45941600/4840 [========>.....................] - ETA: 3s - loss: 10.4643 - mean_absolute_error: 2.46081646/4840 [=========>....................] - ETA: 3s - loss: 10.4894 - mean_absolute_error: 2.46401691/4840 [=========>....................] - ETA: 3s - loss: 10.5172 - mean_absolute_error: 2.46771736/4840 [=========>....................] - ETA: 3s - loss: 10.5101 - mean_absolute_error: 2.46701781/4840 [==========>...................] - ETA: 3s - loss: 10.5087 - mean_absolute_error: 2.46771825/4840 [==========>...................] - ETA: 3s - loss: 10.4955 - mean_absolute_error: 2.46601870/4840 [==========>...................] - ETA: 3s - loss: 10.4897 - mean_absolute_error: 2.46521916/4840 [==========>...................] - ETA: 3s - loss: 10.5040 - mean_absolute_error: 2.46691960/4840 [===========>..................] - ETA: 3s - loss: 10.5175 - mean_absolute_error: 2.46852006/4840 [===========>..................] - ETA: 3s - loss: 10.5327 - mean_absolute_error: 2.47012051/4840 [===========>..................] - ETA: 3s - loss: 10.5328 - mean_absolute_error: 2.47002097/4840 [===========>..................] - ETA: 3s - loss: 10.5383 - mean_absolute_error: 2.47122144/4840 [============>.................] - ETA: 2s - loss: 10.5393 - mean_absolute_error: 2.47102188/4840 [============>.................] - ETA: 2s - loss: 10.5347 - mean_absolute_error: 2.47002232/4840 [============>.................] - ETA: 2s - loss: 10.5349 - mean_absolute_error: 2.47032278/4840 [=============>................] - ETA: 2s - loss: 10.5475 - mean_absolute_error: 2.47172324/4840 [=============>................] - ETA: 2s - loss: 10.5525 - mean_absolute_error: 2.47272369/4840 [=============>................] - ETA: 2s - loss: 10.5548 - mean_absolute_error: 2.47282415/4840 [=============>................] - ETA: 2s - loss: 10.5531 - mean_absolute_error: 2.47252462/4840 [==============>...............] - ETA: 2s - loss: 10.5540 - mean_absolute_error: 2.47252509/4840 [==============>...............] - ETA: 2s - loss: 10.5609 - mean_absolute_error: 2.47312555/4840 [==============>...............] - ETA: 2s - loss: 10.5640 - mean_absolute_error: 2.47342600/4840 [===============>..............] - ETA: 2s - loss: 10.5653 - mean_absolute_error: 2.47372646/4840 [===============>..............] - ETA: 2s - loss: 10.5712 - mean_absolute_error: 2.47422690/4840 [===============>..............] - ETA: 2s - loss: 10.5719 - mean_absolute_error: 2.47432735/4840 [===============>..............] - ETA: 2s - loss: 10.5701 - mean_absolute_error: 2.47392781/4840 [================>.............] - ETA: 2s - loss: 10.5763 - mean_absolute_error: 2.47492826/4840 [================>.............] - ETA: 2s - loss: 10.5838 - mean_absolute_error: 2.47552873/4840 [================>.............] - ETA: 2s - loss: 10.5927 - mean_absolute_error: 2.47662918/4840 [=================>............] - ETA: 2s - loss: 10.6075 - mean_absolute_error: 2.47872964/4840 [=================>............] - ETA: 2s - loss: 10.5949 - mean_absolute_error: 2.47693009/4840 [=================>............] - ETA: 2s - loss: 10.6108 - mean_absolute_error: 2.47893054/4840 [=================>............] - ETA: 1s - loss: 10.6104 - mean_absolute_error: 2.47903100/4840 [==================>...........] - ETA: 1s - loss: 10.6034 - mean_absolute_error: 2.47823146/4840 [==================>...........] - ETA: 1s - loss: 10.5964 - mean_absolute_error: 2.47803191/4840 [==================>...........] - ETA: 1s - loss: 10.5852 - mean_absolute_error: 2.47683236/4840 [===================>..........] - ETA: 1s - loss: 10.5929 - mean_absolute_error: 2.47763281/4840 [===================>..........] - ETA: 1s - loss: 10.5870 - mean_absolute_error: 2.47743327/4840 [===================>..........] - ETA: 1s - loss: 10.5774 - mean_absolute_error: 2.47593373/4840 [===================>..........] - ETA: 1s - loss: 10.5719 - mean_absolute_error: 2.47543419/4840 [====================>.........] - ETA: 1s - loss: 10.5752 - mean_absolute_error: 2.47533466/4840 [====================>.........] - ETA: 1s - loss: 10.5824 - mean_absolute_error: 2.47613511/4840 [====================>.........] - ETA: 1s - loss: 10.5925 - mean_absolute_error: 2.47753556/4840 [=====================>........] - ETA: 1s - loss: 10.5956 - mean_absolute_error: 2.47763601/4840 [=====================>........] - ETA: 1s - loss: 10.5915 - mean_absolute_error: 2.47723646/4840 [=====================>........] - ETA: 1s - loss: 10.5814 - mean_absolute_error: 2.47583691/4840 [=====================>........] - ETA: 1s - loss: 10.5710 - mean_absolute_error: 2.47453736/4840 [======================>.......] - ETA: 1s - loss: 10.5671 - mean_absolute_error: 2.47433781/4840 [======================>.......] - ETA: 1s - loss: 10.5658 - mean_absolute_error: 2.47443826/4840 [======================>.......] - ETA: 1s - loss: 10.5614 - mean_absolute_error: 2.47383874/4840 [=======================>......] - ETA: 1s - loss: 10.5598 - mean_absolute_error: 2.47393920/4840 [=======================>......] - ETA: 1s - loss: 10.5628 - mean_absolute_error: 2.47403967/4840 [=======================>......] - ETA: 0s - loss: 10.5674 - mean_absolute_error: 2.47474012/4840 [=======================>......] - ETA: 0s - loss: 10.5659 - mean_absolute_error: 2.47434058/4840 [========================>.....] - ETA: 0s - loss: 10.5671 - mean_absolute_error: 2.47454104/4840 [========================>.....] - ETA: 0s - loss: 10.5625 - mean_absolute_error: 2.47404149/4840 [========================>.....] - ETA: 0s - loss: 10.5701 - mean_absolute_error: 2.47534196/4840 [=========================>....] - ETA: 0s - loss: 10.5735 - mean_absolute_error: 2.47574242/4840 [=========================>....] - ETA: 0s - loss: 10.5742 - mean_absolute_error: 2.47604289/4840 [=========================>....] - ETA: 0s - loss: 10.5730 - mean_absolute_error: 2.47584335/4840 [=========================>....] - ETA: 0s - loss: 10.5865 - mean_absolute_error: 2.47734381/4840 [==========================>...] - ETA: 0s - loss: 10.5968 - mean_absolute_error: 2.47864426/4840 [==========================>...] - ETA: 0s - loss: 10.5996 - mean_absolute_error: 2.47884473/4840 [==========================>...] - ETA: 0s - loss: 10.6056 - mean_absolute_error: 2.47944518/4840 [===========================>..] - ETA: 0s - loss: 10.6075 - mean_absolute_error: 2.47994563/4840 [===========================>..] - ETA: 0s - loss: 10.6120 - mean_absolute_error: 2.48004607/4840 [===========================>..] - ETA: 0s - loss: 10.6178 - mean_absolute_error: 2.48104653/4840 [===========================>..] - ETA: 0s - loss: 10.6134 - mean_absolute_error: 2.48034698/4840 [============================>.] - ETA: 0s - loss: 10.6194 - mean_absolute_error: 2.48114743/4840 [============================>.] - ETA: 0s - loss: 10.6301 - mean_absolute_error: 2.48224789/4840 [============================>.] - ETA: 0s - loss: 10.6241 - mean_absolute_error: 2.48154834/4840 [============================>.] - ETA: 0s - loss: 10.6309 - mean_absolute_error: 2.48214840/4840 [==============================] - 6s 1ms/step - loss: 10.6306 - mean_absolute_error: 2.4820 - val_loss: 11.5110 - val_mean_absolute_error: 2.5884
Epoch 21/100
   1/4840 [..............................] - ETA: 9s - loss: 8.4762 - mean_absolute_error: 2.3654  46/4840 [..............................] - ETA: 5s - loss: 10.6975 - mean_absolute_error: 2.4991  91/4840 [..............................] - ETA: 5s - loss: 10.8531 - mean_absolute_error: 2.5136 137/4840 [..............................] - ETA: 5s - loss: 10.6834 - mean_absolute_error: 2.4936 182/4840 [>.............................] - ETA: 5s - loss: 10.5845 - mean_absolute_error: 2.4806 226/4840 [>.............................] - ETA: 5s - loss: 10.4410 - mean_absolute_error: 2.4673 272/4840 [>.............................] - ETA: 5s - loss: 10.4907 - mean_absolute_error: 2.4712 319/4840 [>.............................] - ETA: 5s - loss: 10.5167 - mean_absolute_error: 2.4709 367/4840 [=>............................] - ETA: 4s - loss: 10.5548 - mean_absolute_error: 2.4744 412/4840 [=>............................] - ETA: 4s - loss: 10.5656 - mean_absolute_error: 2.4762 455/4840 [=>............................] - ETA: 4s - loss: 10.5609 - mean_absolute_error: 2.4771 501/4840 [==>...........................] - ETA: 4s - loss: 10.4961 - mean_absolute_error: 2.4664 546/4840 [==>...........................] - ETA: 4s - loss: 10.5453 - mean_absolute_error: 2.4738 591/4840 [==>...........................] - ETA: 4s - loss: 10.5511 - mean_absolute_error: 2.4750 636/4840 [==>...........................] - ETA: 4s - loss: 10.5328 - mean_absolute_error: 2.4743 682/4840 [===>..........................] - ETA: 4s - loss: 10.5436 - mean_absolute_error: 2.4744 728/4840 [===>..........................] - ETA: 4s - loss: 10.4838 - mean_absolute_error: 2.4670 773/4840 [===>..........................] - ETA: 4s - loss: 10.4861 - mean_absolute_error: 2.4674 818/4840 [====>.........................] - ETA: 4s - loss: 10.4966 - mean_absolute_error: 2.4685 864/4840 [====>.........................] - ETA: 4s - loss: 10.4990 - mean_absolute_error: 2.4694 910/4840 [====>.........................] - ETA: 4s - loss: 10.4875 - mean_absolute_error: 2.4668 957/4840 [====>.........................] - ETA: 4s - loss: 10.4829 - mean_absolute_error: 2.46681003/4840 [=====>........................] - ETA: 4s - loss: 10.4951 - mean_absolute_error: 2.46781048/4840 [=====>........................] - ETA: 4s - loss: 10.5251 - mean_absolute_error: 2.47131094/4840 [=====>........................] - ETA: 4s - loss: 10.5180 - mean_absolute_error: 2.46981139/4840 [======>.......................] - ETA: 4s - loss: 10.5397 - mean_absolute_error: 2.47301185/4840 [======>.......................] - ETA: 4s - loss: 10.5348 - mean_absolute_error: 2.47301231/4840 [======>.......................] - ETA: 4s - loss: 10.5449 - mean_absolute_error: 2.47451277/4840 [======>.......................] - ETA: 3s - loss: 10.5475 - mean_absolute_error: 2.47421324/4840 [=======>......................] - ETA: 3s - loss: 10.5356 - mean_absolute_error: 2.47351368/4840 [=======>......................] - ETA: 3s - loss: 10.5125 - mean_absolute_error: 2.47021415/4840 [=======>......................] - ETA: 3s - loss: 10.5259 - mean_absolute_error: 2.47141462/4840 [========>.....................] - ETA: 3s - loss: 10.5286 - mean_absolute_error: 2.47221508/4840 [========>.....................] - ETA: 3s - loss: 10.5331 - mean_absolute_error: 2.47241553/4840 [========>.....................] - ETA: 3s - loss: 10.5171 - mean_absolute_error: 2.47031600/4840 [========>.....................] - ETA: 3s - loss: 10.5241 - mean_absolute_error: 2.47151645/4840 [=========>....................] - ETA: 3s - loss: 10.5339 - mean_absolute_error: 2.47241691/4840 [=========>....................] - ETA: 3s - loss: 10.5420 - mean_absolute_error: 2.47271734/4840 [=========>....................] - ETA: 3s - loss: 10.5327 - mean_absolute_error: 2.47181779/4840 [==========>...................] - ETA: 3s - loss: 10.5294 - mean_absolute_error: 2.47041825/4840 [==========>...................] - ETA: 3s - loss: 10.5139 - mean_absolute_error: 2.46821869/4840 [==========>...................] - ETA: 3s - loss: 10.5197 - mean_absolute_error: 2.46901915/4840 [==========>...................] - ETA: 3s - loss: 10.5262 - mean_absolute_error: 2.47051961/4840 [===========>..................] - ETA: 3s - loss: 10.5484 - mean_absolute_error: 2.47332005/4840 [===========>..................] - ETA: 3s - loss: 10.5527 - mean_absolute_error: 2.47412049/4840 [===========>..................] - ETA: 3s - loss: 10.5515 - mean_absolute_error: 2.47362094/4840 [===========>..................] - ETA: 3s - loss: 10.5541 - mean_absolute_error: 2.47412139/4840 [============>.................] - ETA: 3s - loss: 10.5395 - mean_absolute_error: 2.47202183/4840 [============>.................] - ETA: 2s - loss: 10.5509 - mean_absolute_error: 2.47362229/4840 [============>.................] - ETA: 2s - loss: 10.5434 - mean_absolute_error: 2.47222273/4840 [=============>................] - ETA: 2s - loss: 10.5446 - mean_absolute_error: 2.47202319/4840 [=============>................] - ETA: 2s - loss: 10.5385 - mean_absolute_error: 2.47122364/4840 [=============>................] - ETA: 2s - loss: 10.5469 - mean_absolute_error: 2.47252407/4840 [=============>................] - ETA: 2s - loss: 10.5551 - mean_absolute_error: 2.47322453/4840 [==============>...............] - ETA: 2s - loss: 10.5487 - mean_absolute_error: 2.47242499/4840 [==============>...............] - ETA: 2s - loss: 10.5541 - mean_absolute_error: 2.47352542/4840 [==============>...............] - ETA: 2s - loss: 10.5591 - mean_absolute_error: 2.47462587/4840 [===============>..............] - ETA: 2s - loss: 10.5563 - mean_absolute_error: 2.47442632/4840 [===============>..............] - ETA: 2s - loss: 10.5577 - mean_absolute_error: 2.47472678/4840 [===============>..............] - ETA: 2s - loss: 10.5566 - mean_absolute_error: 2.47382724/4840 [===============>..............] - ETA: 2s - loss: 10.5486 - mean_absolute_error: 2.47292770/4840 [================>.............] - ETA: 2s - loss: 10.5300 - mean_absolute_error: 2.47032815/4840 [================>.............] - ETA: 2s - loss: 10.5260 - mean_absolute_error: 2.46962862/4840 [================>.............] - ETA: 2s - loss: 10.5385 - mean_absolute_error: 2.47092907/4840 [=================>............] - ETA: 2s - loss: 10.5539 - mean_absolute_error: 2.47342953/4840 [=================>............] - ETA: 2s - loss: 10.5537 - mean_absolute_error: 2.47332998/4840 [=================>............] - ETA: 2s - loss: 10.5604 - mean_absolute_error: 2.47463043/4840 [=================>............] - ETA: 2s - loss: 10.5676 - mean_absolute_error: 2.47583090/4840 [==================>...........] - ETA: 1s - loss: 10.5745 - mean_absolute_error: 2.47673136/4840 [==================>...........] - ETA: 1s - loss: 10.5787 - mean_absolute_error: 2.47723180/4840 [==================>...........] - ETA: 1s - loss: 10.5814 - mean_absolute_error: 2.47753226/4840 [==================>...........] - ETA: 1s - loss: 10.5918 - mean_absolute_error: 2.47883272/4840 [===================>..........] - ETA: 1s - loss: 10.5838 - mean_absolute_error: 2.47773316/4840 [===================>..........] - ETA: 1s - loss: 10.5809 - mean_absolute_error: 2.47753362/4840 [===================>..........] - ETA: 1s - loss: 10.5840 - mean_absolute_error: 2.47803406/4840 [====================>.........] - ETA: 1s - loss: 10.5862 - mean_absolute_error: 2.47833452/4840 [====================>.........] - ETA: 1s - loss: 10.5942 - mean_absolute_error: 2.47963498/4840 [====================>.........] - ETA: 1s - loss: 10.5995 - mean_absolute_error: 2.48033544/4840 [====================>.........] - ETA: 1s - loss: 10.5998 - mean_absolute_error: 2.48003589/4840 [=====================>........] - ETA: 1s - loss: 10.6031 - mean_absolute_error: 2.48043634/4840 [=====================>........] - ETA: 1s - loss: 10.6005 - mean_absolute_error: 2.48013680/4840 [=====================>........] - ETA: 1s - loss: 10.5981 - mean_absolute_error: 2.48003726/4840 [======================>.......] - ETA: 1s - loss: 10.6044 - mean_absolute_error: 2.48063772/4840 [======================>.......] - ETA: 1s - loss: 10.5998 - mean_absolute_error: 2.48023818/4840 [======================>.......] - ETA: 1s - loss: 10.6014 - mean_absolute_error: 2.48053864/4840 [======================>.......] - ETA: 1s - loss: 10.6044 - mean_absolute_error: 2.48093909/4840 [=======================>......] - ETA: 1s - loss: 10.6017 - mean_absolute_error: 2.48043955/4840 [=======================>......] - ETA: 0s - loss: 10.6056 - mean_absolute_error: 2.48114000/4840 [=======================>......] - ETA: 0s - loss: 10.6125 - mean_absolute_error: 2.48244046/4840 [========================>.....] - ETA: 0s - loss: 10.6132 - mean_absolute_error: 2.48214090/4840 [========================>.....] - ETA: 0s - loss: 10.6188 - mean_absolute_error: 2.48304136/4840 [========================>.....] - ETA: 0s - loss: 10.6137 - mean_absolute_error: 2.48224183/4840 [========================>.....] - ETA: 0s - loss: 10.6131 - mean_absolute_error: 2.48234229/4840 [=========================>....] - ETA: 0s - loss: 10.6115 - mean_absolute_error: 2.48234274/4840 [=========================>....] - ETA: 0s - loss: 10.6030 - mean_absolute_error: 2.48094318/4840 [=========================>....] - ETA: 0s - loss: 10.5903 - mean_absolute_error: 2.47934364/4840 [==========================>...] - ETA: 0s - loss: 10.5878 - mean_absolute_error: 2.47904410/4840 [==========================>...] - ETA: 0s - loss: 10.5914 - mean_absolute_error: 2.47944455/4840 [==========================>...] - ETA: 0s - loss: 10.5901 - mean_absolute_error: 2.47904501/4840 [==========================>...] - ETA: 0s - loss: 10.5838 - mean_absolute_error: 2.47804547/4840 [===========================>..] - ETA: 0s - loss: 10.5872 - mean_absolute_error: 2.47814594/4840 [===========================>..] - ETA: 0s - loss: 10.5885 - mean_absolute_error: 2.47784640/4840 [===========================>..] - ETA: 0s - loss: 10.5925 - mean_absolute_error: 2.47854685/4840 [============================>.] - ETA: 0s - loss: 10.5901 - mean_absolute_error: 2.47814731/4840 [============================>.] - ETA: 0s - loss: 10.6018 - mean_absolute_error: 2.47974777/4840 [============================>.] - ETA: 0s - loss: 10.5986 - mean_absolute_error: 2.47924823/4840 [============================>.] - ETA: 0s - loss: 10.6023 - mean_absolute_error: 2.47954840/4840 [==============================] - 6s 1ms/step - loss: 10.6045 - mean_absolute_error: 2.4797 - val_loss: 11.4976 - val_mean_absolute_error: 2.5860
Epoch 22/100
   1/4840 [..............................] - ETA: 4s - loss: 11.2085 - mean_absolute_error: 2.6011  46/4840 [..............................] - ETA: 5s - loss: 10.7294 - mean_absolute_error: 2.4923  89/4840 [..............................] - ETA: 5s - loss: 10.8240 - mean_absolute_error: 2.5136 135/4840 [..............................] - ETA: 5s - loss: 10.5099 - mean_absolute_error: 2.4764 182/4840 [>.............................] - ETA: 5s - loss: 10.4194 - mean_absolute_error: 2.4648 228/4840 [>.............................] - ETA: 5s - loss: 10.4896 - mean_absolute_error: 2.4749 274/4840 [>.............................] - ETA: 5s - loss: 10.3995 - mean_absolute_error: 2.4610 319/4840 [>.............................] - ETA: 5s - loss: 10.4301 - mean_absolute_error: 2.4575 364/4840 [=>............................] - ETA: 4s - loss: 10.4067 - mean_absolute_error: 2.4556 411/4840 [=>............................] - ETA: 4s - loss: 10.4392 - mean_absolute_error: 2.4603 456/4840 [=>............................] - ETA: 4s - loss: 10.4384 - mean_absolute_error: 2.4585 503/4840 [==>...........................] - ETA: 4s - loss: 10.4500 - mean_absolute_error: 2.4587 549/4840 [==>...........................] - ETA: 4s - loss: 10.4812 - mean_absolute_error: 2.4639 594/4840 [==>...........................] - ETA: 4s - loss: 10.4920 - mean_absolute_error: 2.4648 640/4840 [==>...........................] - ETA: 4s - loss: 10.4910 - mean_absolute_error: 2.4647 686/4840 [===>..........................] - ETA: 4s - loss: 10.4911 - mean_absolute_error: 2.4663 731/4840 [===>..........................] - ETA: 4s - loss: 10.5120 - mean_absolute_error: 2.4678 777/4840 [===>..........................] - ETA: 4s - loss: 10.5169 - mean_absolute_error: 2.4676 824/4840 [====>.........................] - ETA: 4s - loss: 10.5267 - mean_absolute_error: 2.4670 869/4840 [====>.........................] - ETA: 4s - loss: 10.5158 - mean_absolute_error: 2.4660 916/4840 [====>.........................] - ETA: 4s - loss: 10.5292 - mean_absolute_error: 2.4664 962/4840 [====>.........................] - ETA: 4s - loss: 10.5523 - mean_absolute_error: 2.46801008/4840 [=====>........................] - ETA: 4s - loss: 10.5397 - mean_absolute_error: 2.46631053/4840 [=====>........................] - ETA: 4s - loss: 10.5331 - mean_absolute_error: 2.46621098/4840 [=====>........................] - ETA: 4s - loss: 10.5369 - mean_absolute_error: 2.46721144/4840 [======>.......................] - ETA: 4s - loss: 10.5074 - mean_absolute_error: 2.46411190/4840 [======>.......................] - ETA: 4s - loss: 10.5114 - mean_absolute_error: 2.46481236/4840 [======>.......................] - ETA: 3s - loss: 10.5173 - mean_absolute_error: 2.46631281/4840 [======>.......................] - ETA: 3s - loss: 10.5074 - mean_absolute_error: 2.46511327/4840 [=======>......................] - ETA: 3s - loss: 10.5132 - mean_absolute_error: 2.46571371/4840 [=======>......................] - ETA: 3s - loss: 10.4893 - mean_absolute_error: 2.46311418/4840 [=======>......................] - ETA: 3s - loss: 10.4837 - mean_absolute_error: 2.46301465/4840 [========>.....................] - ETA: 3s - loss: 10.4781 - mean_absolute_error: 2.46301511/4840 [========>.....................] - ETA: 3s - loss: 10.4657 - mean_absolute_error: 2.46141557/4840 [========>.....................] - ETA: 3s - loss: 10.4881 - mean_absolute_error: 2.46431603/4840 [========>.....................] - ETA: 3s - loss: 10.4833 - mean_absolute_error: 2.46401650/4840 [=========>....................] - ETA: 3s - loss: 10.4780 - mean_absolute_error: 2.46321696/4840 [=========>....................] - ETA: 3s - loss: 10.4680 - mean_absolute_error: 2.46241743/4840 [=========>....................] - ETA: 3s - loss: 10.4707 - mean_absolute_error: 2.46291787/4840 [==========>...................] - ETA: 3s - loss: 10.4573 - mean_absolute_error: 2.46171831/4840 [==========>...................] - ETA: 3s - loss: 10.4577 - mean_absolute_error: 2.46131877/4840 [==========>...................] - ETA: 3s - loss: 10.4618 - mean_absolute_error: 2.46221923/4840 [==========>...................] - ETA: 3s - loss: 10.4627 - mean_absolute_error: 2.46261969/4840 [===========>..................] - ETA: 3s - loss: 10.4760 - mean_absolute_error: 2.46442014/4840 [===========>..................] - ETA: 3s - loss: 10.5119 - mean_absolute_error: 2.46882059/4840 [===========>..................] - ETA: 3s - loss: 10.5138 - mean_absolute_error: 2.46902105/4840 [============>.................] - ETA: 3s - loss: 10.5159 - mean_absolute_error: 2.46992151/4840 [============>.................] - ETA: 2s - loss: 10.5149 - mean_absolute_error: 2.46952198/4840 [============>.................] - ETA: 2s - loss: 10.5219 - mean_absolute_error: 2.47002244/4840 [============>.................] - ETA: 2s - loss: 10.5339 - mean_absolute_error: 2.47162289/4840 [=============>................] - ETA: 2s - loss: 10.5352 - mean_absolute_error: 2.47122334/4840 [=============>................] - ETA: 2s - loss: 10.5303 - mean_absolute_error: 2.46992381/4840 [=============>................] - ETA: 2s - loss: 10.5323 - mean_absolute_error: 2.47022427/4840 [==============>...............] - ETA: 2s - loss: 10.5311 - mean_absolute_error: 2.47012474/4840 [==============>...............] - ETA: 2s - loss: 10.5315 - mean_absolute_error: 2.47022521/4840 [==============>...............] - ETA: 2s - loss: 10.5392 - mean_absolute_error: 2.47112566/4840 [==============>...............] - ETA: 2s - loss: 10.5438 - mean_absolute_error: 2.47222611/4840 [===============>..............] - ETA: 2s - loss: 10.5361 - mean_absolute_error: 2.47102657/4840 [===============>..............] - ETA: 2s - loss: 10.5504 - mean_absolute_error: 2.47332702/4840 [===============>..............] - ETA: 2s - loss: 10.5480 - mean_absolute_error: 2.47292748/4840 [================>.............] - ETA: 2s - loss: 10.5451 - mean_absolute_error: 2.47252794/4840 [================>.............] - ETA: 2s - loss: 10.5444 - mean_absolute_error: 2.47242837/4840 [================>.............] - ETA: 2s - loss: 10.5380 - mean_absolute_error: 2.47162880/4840 [================>.............] - ETA: 2s - loss: 10.5278 - mean_absolute_error: 2.47002926/4840 [=================>............] - ETA: 2s - loss: 10.5197 - mean_absolute_error: 2.46862970/4840 [=================>............] - ETA: 2s - loss: 10.5137 - mean_absolute_error: 2.46813014/4840 [=================>............] - ETA: 2s - loss: 10.5148 - mean_absolute_error: 2.46793060/4840 [=================>............] - ETA: 1s - loss: 10.5266 - mean_absolute_error: 2.46923106/4840 [==================>...........] - ETA: 1s - loss: 10.5292 - mean_absolute_error: 2.46943151/4840 [==================>...........] - ETA: 1s - loss: 10.5255 - mean_absolute_error: 2.46873198/4840 [==================>...........] - ETA: 1s - loss: 10.5242 - mean_absolute_error: 2.46873244/4840 [===================>..........] - ETA: 1s - loss: 10.5182 - mean_absolute_error: 2.46783289/4840 [===================>..........] - ETA: 1s - loss: 10.5226 - mean_absolute_error: 2.46853336/4840 [===================>..........] - ETA: 1s - loss: 10.5237 - mean_absolute_error: 2.46883381/4840 [===================>..........] - ETA: 1s - loss: 10.5239 - mean_absolute_error: 2.46903427/4840 [====================>.........] - ETA: 1s - loss: 10.5214 - mean_absolute_error: 2.46863473/4840 [====================>.........] - ETA: 1s - loss: 10.5259 - mean_absolute_error: 2.46953520/4840 [====================>.........] - ETA: 1s - loss: 10.5337 - mean_absolute_error: 2.47043565/4840 [=====================>........] - ETA: 1s - loss: 10.5411 - mean_absolute_error: 2.47143610/4840 [=====================>........] - ETA: 1s - loss: 10.5435 - mean_absolute_error: 2.47173656/4840 [=====================>........] - ETA: 1s - loss: 10.5548 - mean_absolute_error: 2.47293702/4840 [=====================>........] - ETA: 1s - loss: 10.5521 - mean_absolute_error: 2.47263747/4840 [======================>.......] - ETA: 1s - loss: 10.5551 - mean_absolute_error: 2.47303793/4840 [======================>.......] - ETA: 1s - loss: 10.5470 - mean_absolute_error: 2.47213839/4840 [======================>.......] - ETA: 1s - loss: 10.5505 - mean_absolute_error: 2.47253885/4840 [=======================>......] - ETA: 1s - loss: 10.5494 - mean_absolute_error: 2.47233931/4840 [=======================>......] - ETA: 1s - loss: 10.5585 - mean_absolute_error: 2.47343977/4840 [=======================>......] - ETA: 0s - loss: 10.5629 - mean_absolute_error: 2.47434023/4840 [=======================>......] - ETA: 0s - loss: 10.5596 - mean_absolute_error: 2.47394069/4840 [========================>.....] - ETA: 0s - loss: 10.5677 - mean_absolute_error: 2.47484114/4840 [========================>.....] - ETA: 0s - loss: 10.5686 - mean_absolute_error: 2.47484160/4840 [========================>.....] - ETA: 0s - loss: 10.5638 - mean_absolute_error: 2.47434205/4840 [=========================>....] - ETA: 0s - loss: 10.5709 - mean_absolute_error: 2.47534252/4840 [=========================>....] - ETA: 0s - loss: 10.5689 - mean_absolute_error: 2.47504298/4840 [=========================>....] - ETA: 0s - loss: 10.5678 - mean_absolute_error: 2.47514344/4840 [=========================>....] - ETA: 0s - loss: 10.5798 - mean_absolute_error: 2.47644388/4840 [==========================>...] - ETA: 0s - loss: 10.5776 - mean_absolute_error: 2.47594434/4840 [==========================>...] - ETA: 0s - loss: 10.5775 - mean_absolute_error: 2.47604480/4840 [==========================>...] - ETA: 0s - loss: 10.5740 - mean_absolute_error: 2.47574526/4840 [===========================>..] - ETA: 0s - loss: 10.5723 - mean_absolute_error: 2.47534572/4840 [===========================>..] - ETA: 0s - loss: 10.5745 - mean_absolute_error: 2.47584617/4840 [===========================>..] - ETA: 0s - loss: 10.5711 - mean_absolute_error: 2.47534661/4840 [===========================>..] - ETA: 0s - loss: 10.5713 - mean_absolute_error: 2.47524705/4840 [============================>.] - ETA: 0s - loss: 10.5717 - mean_absolute_error: 2.47504750/4840 [============================>.] - ETA: 0s - loss: 10.5781 - mean_absolute_error: 2.47584796/4840 [============================>.] - ETA: 0s - loss: 10.5799 - mean_absolute_error: 2.47634840/4840 [==============================] - 6s 1ms/step - loss: 10.5850 - mean_absolute_error: 2.4768 - val_loss: 11.4891 - val_mean_absolute_error: 2.5843
Epoch 23/100
   1/4840 [..............................] - ETA: 9s - loss: 15.2598 - mean_absolute_error: 3.1683  46/4840 [..............................] - ETA: 5s - loss: 10.6969 - mean_absolute_error: 2.4904  91/4840 [..............................] - ETA: 5s - loss: 10.5912 - mean_absolute_error: 2.4800 137/4840 [..............................] - ETA: 5s - loss: 10.4935 - mean_absolute_error: 2.4774 183/4840 [>.............................] - ETA: 5s - loss: 10.4125 - mean_absolute_error: 2.4610 230/4840 [>.............................] - ETA: 5s - loss: 10.4802 - mean_absolute_error: 2.4683 276/4840 [>.............................] - ETA: 5s - loss: 10.4330 - mean_absolute_error: 2.4625 322/4840 [>.............................] - ETA: 4s - loss: 10.4264 - mean_absolute_error: 2.4600 367/4840 [=>............................] - ETA: 4s - loss: 10.5077 - mean_absolute_error: 2.4681 412/4840 [=>............................] - ETA: 4s - loss: 10.5392 - mean_absolute_error: 2.4689 458/4840 [=>............................] - ETA: 4s - loss: 10.4906 - mean_absolute_error: 2.4620 504/4840 [==>...........................] - ETA: 4s - loss: 10.4515 - mean_absolute_error: 2.4581 550/4840 [==>...........................] - ETA: 4s - loss: 10.4551 - mean_absolute_error: 2.4563 597/4840 [==>...........................] - ETA: 4s - loss: 10.4774 - mean_absolute_error: 2.4612 643/4840 [==>...........................] - ETA: 4s - loss: 10.4553 - mean_absolute_error: 2.4582 688/4840 [===>..........................] - ETA: 4s - loss: 10.4657 - mean_absolute_error: 2.4602 734/4840 [===>..........................] - ETA: 4s - loss: 10.4568 - mean_absolute_error: 2.4587 778/4840 [===>..........................] - ETA: 4s - loss: 10.4541 - mean_absolute_error: 2.4573 824/4840 [====>.........................] - ETA: 4s - loss: 10.4828 - mean_absolute_error: 2.4614 870/4840 [====>.........................] - ETA: 4s - loss: 10.5127 - mean_absolute_error: 2.4670 915/4840 [====>.........................] - ETA: 4s - loss: 10.5114 - mean_absolute_error: 2.4663 961/4840 [====>.........................] - ETA: 4s - loss: 10.5232 - mean_absolute_error: 2.46781007/4840 [=====>........................] - ETA: 4s - loss: 10.5401 - mean_absolute_error: 2.47001053/4840 [=====>........................] - ETA: 4s - loss: 10.5417 - mean_absolute_error: 2.47041099/4840 [=====>........................] - ETA: 4s - loss: 10.5393 - mean_absolute_error: 2.47061145/4840 [======>.......................] - ETA: 4s - loss: 10.5421 - mean_absolute_error: 2.47201191/4840 [======>.......................] - ETA: 4s - loss: 10.5135 - mean_absolute_error: 2.46711237/4840 [======>.......................] - ETA: 3s - loss: 10.5263 - mean_absolute_error: 2.46931283/4840 [======>.......................] - ETA: 3s - loss: 10.5192 - mean_absolute_error: 2.46781328/4840 [=======>......................] - ETA: 3s - loss: 10.5410 - mean_absolute_error: 2.47061375/4840 [=======>......................] - ETA: 3s - loss: 10.5171 - mean_absolute_error: 2.46781419/4840 [=======>......................] - ETA: 3s - loss: 10.5361 - mean_absolute_error: 2.46931464/4840 [========>.....................] - ETA: 3s - loss: 10.5258 - mean_absolute_error: 2.46691509/4840 [========>.....................] - ETA: 3s - loss: 10.5417 - mean_absolute_error: 2.46871555/4840 [========>.....................] - ETA: 3s - loss: 10.5467 - mean_absolute_error: 2.47011602/4840 [========>.....................] - ETA: 3s - loss: 10.5254 - mean_absolute_error: 2.46761649/4840 [=========>....................] - ETA: 3s - loss: 10.5217 - mean_absolute_error: 2.46821694/4840 [=========>....................] - ETA: 3s - loss: 10.5092 - mean_absolute_error: 2.46691739/4840 [=========>....................] - ETA: 3s - loss: 10.5151 - mean_absolute_error: 2.46761785/4840 [==========>...................] - ETA: 3s - loss: 10.5147 - mean_absolute_error: 2.46861831/4840 [==========>...................] - ETA: 3s - loss: 10.5116 - mean_absolute_error: 2.46781875/4840 [==========>...................] - ETA: 3s - loss: 10.5236 - mean_absolute_error: 2.46991920/4840 [==========>...................] - ETA: 3s - loss: 10.5394 - mean_absolute_error: 2.47201966/4840 [===========>..................] - ETA: 3s - loss: 10.5351 - mean_absolute_error: 2.47192012/4840 [===========>..................] - ETA: 3s - loss: 10.5429 - mean_absolute_error: 2.47312057/4840 [===========>..................] - ETA: 3s - loss: 10.5346 - mean_absolute_error: 2.47192103/4840 [============>.................] - ETA: 3s - loss: 10.5351 - mean_absolute_error: 2.47192148/4840 [============>.................] - ETA: 2s - loss: 10.5308 - mean_absolute_error: 2.47162194/4840 [============>.................] - ETA: 2s - loss: 10.5326 - mean_absolute_error: 2.47202237/4840 [============>.................] - ETA: 2s - loss: 10.5295 - mean_absolute_error: 2.47172283/4840 [=============>................] - ETA: 2s - loss: 10.5337 - mean_absolute_error: 2.47192327/4840 [=============>................] - ETA: 2s - loss: 10.5440 - mean_absolute_error: 2.47372374/4840 [=============>................] - ETA: 2s - loss: 10.5406 - mean_absolute_error: 2.47282420/4840 [==============>...............] - ETA: 2s - loss: 10.5362 - mean_absolute_error: 2.47222466/4840 [==============>...............] - ETA: 2s - loss: 10.5332 - mean_absolute_error: 2.47162511/4840 [==============>...............] - ETA: 2s - loss: 10.5421 - mean_absolute_error: 2.47292557/4840 [==============>...............] - ETA: 2s - loss: 10.5400 - mean_absolute_error: 2.47272604/4840 [===============>..............] - ETA: 2s - loss: 10.5297 - mean_absolute_error: 2.47122649/4840 [===============>..............] - ETA: 2s - loss: 10.5351 - mean_absolute_error: 2.47202694/4840 [===============>..............] - ETA: 2s - loss: 10.5493 - mean_absolute_error: 2.47372740/4840 [===============>..............] - ETA: 2s - loss: 10.5576 - mean_absolute_error: 2.47452787/4840 [================>.............] - ETA: 2s - loss: 10.5626 - mean_absolute_error: 2.47472834/4840 [================>.............] - ETA: 2s - loss: 10.5668 - mean_absolute_error: 2.47502880/4840 [================>.............] - ETA: 2s - loss: 10.5699 - mean_absolute_error: 2.47512926/4840 [=================>............] - ETA: 2s - loss: 10.5587 - mean_absolute_error: 2.47362972/4840 [=================>............] - ETA: 2s - loss: 10.5587 - mean_absolute_error: 2.47333018/4840 [=================>............] - ETA: 2s - loss: 10.5609 - mean_absolute_error: 2.47363064/4840 [=================>............] - ETA: 1s - loss: 10.5651 - mean_absolute_error: 2.47403109/4840 [==================>...........] - ETA: 1s - loss: 10.5628 - mean_absolute_error: 2.47363153/4840 [==================>...........] - ETA: 1s - loss: 10.5696 - mean_absolute_error: 2.47483199/4840 [==================>...........] - ETA: 1s - loss: 10.5664 - mean_absolute_error: 2.47463242/4840 [===================>..........] - ETA: 1s - loss: 10.5676 - mean_absolute_error: 2.47463288/4840 [===================>..........] - ETA: 1s - loss: 10.5658 - mean_absolute_error: 2.47453334/4840 [===================>..........] - ETA: 1s - loss: 10.5725 - mean_absolute_error: 2.47503379/4840 [===================>..........] - ETA: 1s - loss: 10.5779 - mean_absolute_error: 2.47543424/4840 [====================>.........] - ETA: 1s - loss: 10.5701 - mean_absolute_error: 2.47483470/4840 [====================>.........] - ETA: 1s - loss: 10.5685 - mean_absolute_error: 2.47463515/4840 [====================>.........] - ETA: 1s - loss: 10.5764 - mean_absolute_error: 2.47573562/4840 [=====================>........] - ETA: 1s - loss: 10.5816 - mean_absolute_error: 2.47683608/4840 [=====================>........] - ETA: 1s - loss: 10.5815 - mean_absolute_error: 2.47663654/4840 [=====================>........] - ETA: 1s - loss: 10.5798 - mean_absolute_error: 2.47643699/4840 [=====================>........] - ETA: 1s - loss: 10.5819 - mean_absolute_error: 2.47663744/4840 [======================>.......] - ETA: 1s - loss: 10.5801 - mean_absolute_error: 2.47633789/4840 [======================>.......] - ETA: 1s - loss: 10.5843 - mean_absolute_error: 2.47713835/4840 [======================>.......] - ETA: 1s - loss: 10.5797 - mean_absolute_error: 2.47653881/4840 [=======================>......] - ETA: 1s - loss: 10.5856 - mean_absolute_error: 2.47713927/4840 [=======================>......] - ETA: 1s - loss: 10.5834 - mean_absolute_error: 2.47693973/4840 [=======================>......] - ETA: 0s - loss: 10.5842 - mean_absolute_error: 2.47704019/4840 [=======================>......] - ETA: 0s - loss: 10.5851 - mean_absolute_error: 2.47694064/4840 [========================>.....] - ETA: 0s - loss: 10.5789 - mean_absolute_error: 2.47624111/4840 [========================>.....] - ETA: 0s - loss: 10.5807 - mean_absolute_error: 2.47634158/4840 [========================>.....] - ETA: 0s - loss: 10.5844 - mean_absolute_error: 2.47654204/4840 [=========================>....] - ETA: 0s - loss: 10.5930 - mean_absolute_error: 2.47774250/4840 [=========================>....] - ETA: 0s - loss: 10.5923 - mean_absolute_error: 2.47784295/4840 [=========================>....] - ETA: 0s - loss: 10.5876 - mean_absolute_error: 2.47734342/4840 [=========================>....] - ETA: 0s - loss: 10.5901 - mean_absolute_error: 2.47764388/4840 [==========================>...] - ETA: 0s - loss: 10.5897 - mean_absolute_error: 2.47764434/4840 [==========================>...] - ETA: 0s - loss: 10.5851 - mean_absolute_error: 2.47704480/4840 [==========================>...] - ETA: 0s - loss: 10.5803 - mean_absolute_error: 2.47644527/4840 [===========================>..] - ETA: 0s - loss: 10.5874 - mean_absolute_error: 2.47724572/4840 [===========================>..] - ETA: 0s - loss: 10.5858 - mean_absolute_error: 2.47724617/4840 [===========================>..] - ETA: 0s - loss: 10.5805 - mean_absolute_error: 2.47674662/4840 [===========================>..] - ETA: 0s - loss: 10.5693 - mean_absolute_error: 2.47484707/4840 [============================>.] - ETA: 0s - loss: 10.5618 - mean_absolute_error: 2.47364753/4840 [============================>.] - ETA: 0s - loss: 10.5619 - mean_absolute_error: 2.47374800/4840 [============================>.] - ETA: 0s - loss: 10.5618 - mean_absolute_error: 2.47404840/4840 [==============================] - 6s 1ms/step - loss: 10.5689 - mean_absolute_error: 2.4752 - val_loss: 11.4816 - val_mean_absolute_error: 2.5832
Epoch 24/100
   1/4840 [..............................] - ETA: 9s - loss: 7.9226 - mean_absolute_error: 2.1740  47/4840 [..............................] - ETA: 5s - loss: 10.3479 - mean_absolute_error: 2.4442  92/4840 [..............................] - ETA: 5s - loss: 10.2488 - mean_absolute_error: 2.4488 138/4840 [..............................] - ETA: 5s - loss: 10.4314 - mean_absolute_error: 2.4698 185/4840 [>.............................] - ETA: 5s - loss: 10.4224 - mean_absolute_error: 2.4701 231/4840 [>.............................] - ETA: 5s - loss: 10.3381 - mean_absolute_error: 2.4562 276/4840 [>.............................] - ETA: 5s - loss: 10.3879 - mean_absolute_error: 2.4636 322/4840 [>.............................] - ETA: 4s - loss: 10.3963 - mean_absolute_error: 2.4599 368/4840 [=>............................] - ETA: 4s - loss: 10.3786 - mean_absolute_error: 2.4544 414/4840 [=>............................] - ETA: 4s - loss: 10.3905 - mean_absolute_error: 2.4569 459/4840 [=>............................] - ETA: 4s - loss: 10.3517 - mean_absolute_error: 2.4518 504/4840 [==>...........................] - ETA: 4s - loss: 10.3015 - mean_absolute_error: 2.4444 550/4840 [==>...........................] - ETA: 4s - loss: 10.3190 - mean_absolute_error: 2.4468 595/4840 [==>...........................] - ETA: 4s - loss: 10.3254 - mean_absolute_error: 2.4472 640/4840 [==>...........................] - ETA: 4s - loss: 10.4136 - mean_absolute_error: 2.4578 685/4840 [===>..........................] - ETA: 4s - loss: 10.4084 - mean_absolute_error: 2.4571 731/4840 [===>..........................] - ETA: 4s - loss: 10.4444 - mean_absolute_error: 2.4629 777/4840 [===>..........................] - ETA: 4s - loss: 10.3970 - mean_absolute_error: 2.4552 822/4840 [====>.........................] - ETA: 4s - loss: 10.4073 - mean_absolute_error: 2.4566 867/4840 [====>.........................] - ETA: 4s - loss: 10.4032 - mean_absolute_error: 2.4578 913/4840 [====>.........................] - ETA: 4s - loss: 10.4035 - mean_absolute_error: 2.4578 959/4840 [====>.........................] - ETA: 4s - loss: 10.3837 - mean_absolute_error: 2.45641004/4840 [=====>........................] - ETA: 4s - loss: 10.3700 - mean_absolute_error: 2.45421050/4840 [=====>........................] - ETA: 4s - loss: 10.3725 - mean_absolute_error: 2.45431095/4840 [=====>........................] - ETA: 4s - loss: 10.4124 - mean_absolute_error: 2.45911142/4840 [======>.......................] - ETA: 4s - loss: 10.4274 - mean_absolute_error: 2.45851188/4840 [======>.......................] - ETA: 4s - loss: 10.4362 - mean_absolute_error: 2.45991234/4840 [======>.......................] - ETA: 3s - loss: 10.4125 - mean_absolute_error: 2.45711280/4840 [======>.......................] - ETA: 3s - loss: 10.4079 - mean_absolute_error: 2.45711326/4840 [=======>......................] - ETA: 3s - loss: 10.4349 - mean_absolute_error: 2.46181371/4840 [=======>......................] - ETA: 3s - loss: 10.4379 - mean_absolute_error: 2.46211418/4840 [=======>......................] - ETA: 3s - loss: 10.4147 - mean_absolute_error: 2.45891463/4840 [========>.....................] - ETA: 3s - loss: 10.4201 - mean_absolute_error: 2.45901509/4840 [========>.....................] - ETA: 3s - loss: 10.4256 - mean_absolute_error: 2.45891555/4840 [========>.....................] - ETA: 3s - loss: 10.4242 - mean_absolute_error: 2.45811601/4840 [========>.....................] - ETA: 3s - loss: 10.4197 - mean_absolute_error: 2.45791647/4840 [=========>....................] - ETA: 3s - loss: 10.4169 - mean_absolute_error: 2.45651693/4840 [=========>....................] - ETA: 3s - loss: 10.4251 - mean_absolute_error: 2.45621739/4840 [=========>....................] - ETA: 3s - loss: 10.4434 - mean_absolute_error: 2.45861783/4840 [==========>...................] - ETA: 3s - loss: 10.4444 - mean_absolute_error: 2.45821827/4840 [==========>...................] - ETA: 3s - loss: 10.4540 - mean_absolute_error: 2.45861872/4840 [==========>...................] - ETA: 3s - loss: 10.4411 - mean_absolute_error: 2.45681917/4840 [==========>...................] - ETA: 3s - loss: 10.4469 - mean_absolute_error: 2.45721962/4840 [===========>..................] - ETA: 3s - loss: 10.4327 - mean_absolute_error: 2.45472007/4840 [===========>..................] - ETA: 3s - loss: 10.4208 - mean_absolute_error: 2.45332053/4840 [===========>..................] - ETA: 3s - loss: 10.4388 - mean_absolute_error: 2.45602097/4840 [===========>..................] - ETA: 3s - loss: 10.4573 - mean_absolute_error: 2.45832137/4840 [============>.................] - ETA: 3s - loss: 10.4544 - mean_absolute_error: 2.45782183/4840 [============>.................] - ETA: 2s - loss: 10.4606 - mean_absolute_error: 2.45842230/4840 [============>.................] - ETA: 2s - loss: 10.4695 - mean_absolute_error: 2.45972277/4840 [=============>................] - ETA: 2s - loss: 10.4675 - mean_absolute_error: 2.45922322/4840 [=============>................] - ETA: 2s - loss: 10.4558 - mean_absolute_error: 2.45762368/4840 [=============>................] - ETA: 2s - loss: 10.4603 - mean_absolute_error: 2.45762415/4840 [=============>................] - ETA: 2s - loss: 10.4593 - mean_absolute_error: 2.45802460/4840 [==============>...............] - ETA: 2s - loss: 10.4598 - mean_absolute_error: 2.45782506/4840 [==============>...............] - ETA: 2s - loss: 10.4652 - mean_absolute_error: 2.45892552/4840 [==============>...............] - ETA: 2s - loss: 10.4650 - mean_absolute_error: 2.45842598/4840 [===============>..............] - ETA: 2s - loss: 10.4649 - mean_absolute_error: 2.45832644/4840 [===============>..............] - ETA: 2s - loss: 10.4612 - mean_absolute_error: 2.45832689/4840 [===============>..............] - ETA: 2s - loss: 10.4666 - mean_absolute_error: 2.45852735/4840 [===============>..............] - ETA: 2s - loss: 10.4603 - mean_absolute_error: 2.45782781/4840 [================>.............] - ETA: 2s - loss: 10.4601 - mean_absolute_error: 2.45852826/4840 [================>.............] - ETA: 2s - loss: 10.4505 - mean_absolute_error: 2.45752871/4840 [================>.............] - ETA: 2s - loss: 10.4456 - mean_absolute_error: 2.45682917/4840 [=================>............] - ETA: 2s - loss: 10.4456 - mean_absolute_error: 2.45682964/4840 [=================>............] - ETA: 2s - loss: 10.4503 - mean_absolute_error: 2.45783011/4840 [=================>............] - ETA: 2s - loss: 10.4596 - mean_absolute_error: 2.45903057/4840 [=================>............] - ETA: 1s - loss: 10.4577 - mean_absolute_error: 2.45853104/4840 [==================>...........] - ETA: 1s - loss: 10.4542 - mean_absolute_error: 2.45793149/4840 [==================>...........] - ETA: 1s - loss: 10.4586 - mean_absolute_error: 2.45873196/4840 [==================>...........] - ETA: 1s - loss: 10.4569 - mean_absolute_error: 2.45863242/4840 [===================>..........] - ETA: 1s - loss: 10.4565 - mean_absolute_error: 2.45833289/4840 [===================>..........] - ETA: 1s - loss: 10.4645 - mean_absolute_error: 2.45963335/4840 [===================>..........] - ETA: 1s - loss: 10.4803 - mean_absolute_error: 2.46193380/4840 [===================>..........] - ETA: 1s - loss: 10.4776 - mean_absolute_error: 2.46213426/4840 [====================>.........] - ETA: 1s - loss: 10.4830 - mean_absolute_error: 2.46303473/4840 [====================>.........] - ETA: 1s - loss: 10.4818 - mean_absolute_error: 2.46283519/4840 [====================>.........] - ETA: 1s - loss: 10.4808 - mean_absolute_error: 2.46283562/4840 [=====================>........] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.46373605/4840 [=====================>........] - ETA: 1s - loss: 10.4873 - mean_absolute_error: 2.46353649/4840 [=====================>........] - ETA: 1s - loss: 10.4873 - mean_absolute_error: 2.46343695/4840 [=====================>........] - ETA: 1s - loss: 10.4846 - mean_absolute_error: 2.46303740/4840 [======================>.......] - ETA: 1s - loss: 10.4857 - mean_absolute_error: 2.46363787/4840 [======================>.......] - ETA: 1s - loss: 10.4961 - mean_absolute_error: 2.46483833/4840 [======================>.......] - ETA: 1s - loss: 10.4987 - mean_absolute_error: 2.46483879/4840 [=======================>......] - ETA: 1s - loss: 10.5002 - mean_absolute_error: 2.46523925/4840 [=======================>......] - ETA: 1s - loss: 10.4957 - mean_absolute_error: 2.46453971/4840 [=======================>......] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46464018/4840 [=======================>......] - ETA: 0s - loss: 10.5072 - mean_absolute_error: 2.46574064/4840 [========================>.....] - ETA: 0s - loss: 10.5135 - mean_absolute_error: 2.46644111/4840 [========================>.....] - ETA: 0s - loss: 10.5171 - mean_absolute_error: 2.46674158/4840 [========================>.....] - ETA: 0s - loss: 10.5130 - mean_absolute_error: 2.46594205/4840 [=========================>....] - ETA: 0s - loss: 10.5208 - mean_absolute_error: 2.46724252/4840 [=========================>....] - ETA: 0s - loss: 10.5238 - mean_absolute_error: 2.46754299/4840 [=========================>....] - ETA: 0s - loss: 10.5304 - mean_absolute_error: 2.46844344/4840 [=========================>....] - ETA: 0s - loss: 10.5357 - mean_absolute_error: 2.46904391/4840 [==========================>...] - ETA: 0s - loss: 10.5491 - mean_absolute_error: 2.47094437/4840 [==========================>...] - ETA: 0s - loss: 10.5509 - mean_absolute_error: 2.47124483/4840 [==========================>...] - ETA: 0s - loss: 10.5515 - mean_absolute_error: 2.47124525/4840 [===========================>..] - ETA: 0s - loss: 10.5494 - mean_absolute_error: 2.47094569/4840 [===========================>..] - ETA: 0s - loss: 10.5495 - mean_absolute_error: 2.47084615/4840 [===========================>..] - ETA: 0s - loss: 10.5450 - mean_absolute_error: 2.47044661/4840 [===========================>..] - ETA: 0s - loss: 10.5506 - mean_absolute_error: 2.47104708/4840 [============================>.] - ETA: 0s - loss: 10.5545 - mean_absolute_error: 2.47184754/4840 [============================>.] - ETA: 0s - loss: 10.5503 - mean_absolute_error: 2.47104799/4840 [============================>.] - ETA: 0s - loss: 10.5552 - mean_absolute_error: 2.47164840/4840 [==============================] - 6s 1ms/step - loss: 10.5566 - mean_absolute_error: 2.4716 - val_loss: 11.4772 - val_mean_absolute_error: 2.5826
Epoch 25/100
   1/4840 [..............................] - ETA: 4s - loss: 6.2717 - mean_absolute_error: 2.0171  46/4840 [..............................] - ETA: 5s - loss: 10.3131 - mean_absolute_error: 2.4682  91/4840 [..............................] - ETA: 5s - loss: 10.7063 - mean_absolute_error: 2.4992 138/4840 [..............................] - ETA: 5s - loss: 10.7516 - mean_absolute_error: 2.4992 183/4840 [>.............................] - ETA: 5s - loss: 10.6478 - mean_absolute_error: 2.4853 228/4840 [>.............................] - ETA: 5s - loss: 10.6178 - mean_absolute_error: 2.4801 273/4840 [>.............................] - ETA: 5s - loss: 10.6242 - mean_absolute_error: 2.4849 317/4840 [>.............................] - ETA: 5s - loss: 10.6598 - mean_absolute_error: 2.4849 362/4840 [=>............................] - ETA: 5s - loss: 10.6159 - mean_absolute_error: 2.4799 407/4840 [=>............................] - ETA: 4s - loss: 10.5736 - mean_absolute_error: 2.4747 454/4840 [=>............................] - ETA: 4s - loss: 10.5855 - mean_absolute_error: 2.4783 501/4840 [==>...........................] - ETA: 4s - loss: 10.5738 - mean_absolute_error: 2.4786 547/4840 [==>...........................] - ETA: 4s - loss: 10.6248 - mean_absolute_error: 2.4857 593/4840 [==>...........................] - ETA: 4s - loss: 10.6267 - mean_absolute_error: 2.4847 639/4840 [==>...........................] - ETA: 4s - loss: 10.5923 - mean_absolute_error: 2.4808 684/4840 [===>..........................] - ETA: 4s - loss: 10.5346 - mean_absolute_error: 2.4747 727/4840 [===>..........................] - ETA: 4s - loss: 10.5718 - mean_absolute_error: 2.4800 771/4840 [===>..........................] - ETA: 4s - loss: 10.5530 - mean_absolute_error: 2.4783 817/4840 [====>.........................] - ETA: 4s - loss: 10.5790 - mean_absolute_error: 2.4817 864/4840 [====>.........................] - ETA: 4s - loss: 10.5739 - mean_absolute_error: 2.4811 909/4840 [====>.........................] - ETA: 4s - loss: 10.5924 - mean_absolute_error: 2.4835 954/4840 [====>.........................] - ETA: 4s - loss: 10.6012 - mean_absolute_error: 2.48491002/4840 [=====>........................] - ETA: 4s - loss: 10.6100 - mean_absolute_error: 2.48571048/4840 [=====>........................] - ETA: 4s - loss: 10.5849 - mean_absolute_error: 2.48351094/4840 [=====>........................] - ETA: 4s - loss: 10.5640 - mean_absolute_error: 2.48011140/4840 [======>.......................] - ETA: 4s - loss: 10.5411 - mean_absolute_error: 2.47841185/4840 [======>.......................] - ETA: 4s - loss: 10.5526 - mean_absolute_error: 2.47841231/4840 [======>.......................] - ETA: 4s - loss: 10.5558 - mean_absolute_error: 2.47681276/4840 [======>.......................] - ETA: 3s - loss: 10.5429 - mean_absolute_error: 2.47551322/4840 [=======>......................] - ETA: 3s - loss: 10.5396 - mean_absolute_error: 2.47411368/4840 [=======>......................] - ETA: 3s - loss: 10.5139 - mean_absolute_error: 2.47011414/4840 [=======>......................] - ETA: 3s - loss: 10.5282 - mean_absolute_error: 2.47211460/4840 [========>.....................] - ETA: 3s - loss: 10.5144 - mean_absolute_error: 2.46921506/4840 [========>.....................] - ETA: 3s - loss: 10.5242 - mean_absolute_error: 2.47061552/4840 [========>.....................] - ETA: 3s - loss: 10.5294 - mean_absolute_error: 2.47131598/4840 [========>.....................] - ETA: 3s - loss: 10.5492 - mean_absolute_error: 2.47301644/4840 [=========>....................] - ETA: 3s - loss: 10.5403 - mean_absolute_error: 2.47151690/4840 [=========>....................] - ETA: 3s - loss: 10.5234 - mean_absolute_error: 2.46851736/4840 [=========>....................] - ETA: 3s - loss: 10.5281 - mean_absolute_error: 2.46871782/4840 [==========>...................] - ETA: 3s - loss: 10.5162 - mean_absolute_error: 2.46701828/4840 [==========>...................] - ETA: 3s - loss: 10.5343 - mean_absolute_error: 2.46921875/4840 [==========>...................] - ETA: 3s - loss: 10.5421 - mean_absolute_error: 2.47081921/4840 [==========>...................] - ETA: 3s - loss: 10.5379 - mean_absolute_error: 2.47021966/4840 [===========>..................] - ETA: 3s - loss: 10.5298 - mean_absolute_error: 2.46922013/4840 [===========>..................] - ETA: 3s - loss: 10.5280 - mean_absolute_error: 2.46942059/4840 [===========>..................] - ETA: 3s - loss: 10.5225 - mean_absolute_error: 2.46882104/4840 [============>.................] - ETA: 3s - loss: 10.5186 - mean_absolute_error: 2.46822149/4840 [============>.................] - ETA: 2s - loss: 10.5174 - mean_absolute_error: 2.46842193/4840 [============>.................] - ETA: 2s - loss: 10.5248 - mean_absolute_error: 2.46932236/4840 [============>.................] - ETA: 2s - loss: 10.5283 - mean_absolute_error: 2.46942281/4840 [=============>................] - ETA: 2s - loss: 10.5217 - mean_absolute_error: 2.46872327/4840 [=============>................] - ETA: 2s - loss: 10.5235 - mean_absolute_error: 2.46842374/4840 [=============>................] - ETA: 2s - loss: 10.5205 - mean_absolute_error: 2.46792420/4840 [==============>...............] - ETA: 2s - loss: 10.5326 - mean_absolute_error: 2.46962464/4840 [==============>...............] - ETA: 2s - loss: 10.5386 - mean_absolute_error: 2.47002511/4840 [==============>...............] - ETA: 2s - loss: 10.5406 - mean_absolute_error: 2.47032557/4840 [==============>...............] - ETA: 2s - loss: 10.5336 - mean_absolute_error: 2.46932603/4840 [===============>..............] - ETA: 2s - loss: 10.5464 - mean_absolute_error: 2.47102649/4840 [===============>..............] - ETA: 2s - loss: 10.5475 - mean_absolute_error: 2.47052695/4840 [===============>..............] - ETA: 2s - loss: 10.5444 - mean_absolute_error: 2.47012742/4840 [===============>..............] - ETA: 2s - loss: 10.5368 - mean_absolute_error: 2.46952788/4840 [================>.............] - ETA: 2s - loss: 10.5459 - mean_absolute_error: 2.47032835/4840 [================>.............] - ETA: 2s - loss: 10.5392 - mean_absolute_error: 2.46922881/4840 [================>.............] - ETA: 2s - loss: 10.5367 - mean_absolute_error: 2.46902927/4840 [=================>............] - ETA: 2s - loss: 10.5361 - mean_absolute_error: 2.46912973/4840 [=================>............] - ETA: 2s - loss: 10.5298 - mean_absolute_error: 2.46833021/4840 [=================>............] - ETA: 2s - loss: 10.5227 - mean_absolute_error: 2.46773066/4840 [==================>...........] - ETA: 1s - loss: 10.5145 - mean_absolute_error: 2.46623116/4840 [==================>...........] - ETA: 1s - loss: 10.5124 - mean_absolute_error: 2.46613159/4840 [==================>...........] - ETA: 1s - loss: 10.5134 - mean_absolute_error: 2.46633206/4840 [==================>...........] - ETA: 1s - loss: 10.5192 - mean_absolute_error: 2.46743251/4840 [===================>..........] - ETA: 1s - loss: 10.5256 - mean_absolute_error: 2.46813296/4840 [===================>..........] - ETA: 1s - loss: 10.5312 - mean_absolute_error: 2.46883342/4840 [===================>..........] - ETA: 1s - loss: 10.5236 - mean_absolute_error: 2.46823387/4840 [===================>..........] - ETA: 1s - loss: 10.5208 - mean_absolute_error: 2.46823433/4840 [====================>.........] - ETA: 1s - loss: 10.5206 - mean_absolute_error: 2.46833479/4840 [====================>.........] - ETA: 1s - loss: 10.5203 - mean_absolute_error: 2.46843525/4840 [====================>.........] - ETA: 1s - loss: 10.5156 - mean_absolute_error: 2.46793571/4840 [=====================>........] - ETA: 1s - loss: 10.5142 - mean_absolute_error: 2.46743617/4840 [=====================>........] - ETA: 1s - loss: 10.5136 - mean_absolute_error: 2.46743664/4840 [=====================>........] - ETA: 1s - loss: 10.5134 - mean_absolute_error: 2.46693710/4840 [=====================>........] - ETA: 1s - loss: 10.5104 - mean_absolute_error: 2.46643757/4840 [======================>.......] - ETA: 1s - loss: 10.5036 - mean_absolute_error: 2.46543803/4840 [======================>.......] - ETA: 1s - loss: 10.5103 - mean_absolute_error: 2.46633848/4840 [======================>.......] - ETA: 1s - loss: 10.5231 - mean_absolute_error: 2.46793894/4840 [=======================>......] - ETA: 1s - loss: 10.5167 - mean_absolute_error: 2.46693940/4840 [=======================>......] - ETA: 0s - loss: 10.5296 - mean_absolute_error: 2.46863986/4840 [=======================>......] - ETA: 0s - loss: 10.5296 - mean_absolute_error: 2.46854031/4840 [=======================>......] - ETA: 0s - loss: 10.5345 - mean_absolute_error: 2.46924075/4840 [========================>.....] - ETA: 0s - loss: 10.5344 - mean_absolute_error: 2.46924120/4840 [========================>.....] - ETA: 0s - loss: 10.5266 - mean_absolute_error: 2.46834166/4840 [========================>.....] - ETA: 0s - loss: 10.5250 - mean_absolute_error: 2.46844212/4840 [=========================>....] - ETA: 0s - loss: 10.5261 - mean_absolute_error: 2.46874258/4840 [=========================>....] - ETA: 0s - loss: 10.5259 - mean_absolute_error: 2.46904303/4840 [=========================>....] - ETA: 0s - loss: 10.5251 - mean_absolute_error: 2.46874349/4840 [=========================>....] - ETA: 0s - loss: 10.5261 - mean_absolute_error: 2.46914396/4840 [==========================>...] - ETA: 0s - loss: 10.5355 - mean_absolute_error: 2.47024442/4840 [==========================>...] - ETA: 0s - loss: 10.5354 - mean_absolute_error: 2.46994486/4840 [==========================>...] - ETA: 0s - loss: 10.5368 - mean_absolute_error: 2.46984532/4840 [===========================>..] - ETA: 0s - loss: 10.5374 - mean_absolute_error: 2.46974578/4840 [===========================>..] - ETA: 0s - loss: 10.5397 - mean_absolute_error: 2.46984624/4840 [===========================>..] - ETA: 0s - loss: 10.5395 - mean_absolute_error: 2.46974669/4840 [===========================>..] - ETA: 0s - loss: 10.5407 - mean_absolute_error: 2.47014717/4840 [============================>.] - ETA: 0s - loss: 10.5414 - mean_absolute_error: 2.47034763/4840 [============================>.] - ETA: 0s - loss: 10.5453 - mean_absolute_error: 2.47084809/4840 [============================>.] - ETA: 0s - loss: 10.5432 - mean_absolute_error: 2.47064840/4840 [==============================] - 6s 1ms/step - loss: 10.5468 - mean_absolute_error: 2.4711 - val_loss: 11.4729 - val_mean_absolute_error: 2.5823
Epoch 26/100
   1/4840 [..............................] - ETA: 9s - loss: 11.9578 - mean_absolute_error: 2.7328  47/4840 [..............................] - ETA: 5s - loss: 10.0942 - mean_absolute_error: 2.3989  93/4840 [..............................] - ETA: 5s - loss: 10.4081 - mean_absolute_error: 2.4470 138/4840 [..............................] - ETA: 5s - loss: 10.4976 - mean_absolute_error: 2.4637 184/4840 [>.............................] - ETA: 5s - loss: 10.4920 - mean_absolute_error: 2.4660 230/4840 [>.............................] - ETA: 5s - loss: 10.3140 - mean_absolute_error: 2.4484 274/4840 [>.............................] - ETA: 5s - loss: 10.1396 - mean_absolute_error: 2.4308 320/4840 [>.............................] - ETA: 4s - loss: 10.2296 - mean_absolute_error: 2.4416 366/4840 [=>............................] - ETA: 4s - loss: 10.2529 - mean_absolute_error: 2.4416 414/4840 [=>............................] - ETA: 4s - loss: 10.2762 - mean_absolute_error: 2.4456 460/4840 [=>............................] - ETA: 4s - loss: 10.2889 - mean_absolute_error: 2.4462 506/4840 [==>...........................] - ETA: 4s - loss: 10.3104 - mean_absolute_error: 2.4482 552/4840 [==>...........................] - ETA: 4s - loss: 10.3599 - mean_absolute_error: 2.4540 597/4840 [==>...........................] - ETA: 4s - loss: 10.3464 - mean_absolute_error: 2.4528 643/4840 [==>...........................] - ETA: 4s - loss: 10.3440 - mean_absolute_error: 2.4530 686/4840 [===>..........................] - ETA: 4s - loss: 10.3546 - mean_absolute_error: 2.4545 732/4840 [===>..........................] - ETA: 4s - loss: 10.3660 - mean_absolute_error: 2.4553 778/4840 [===>..........................] - ETA: 4s - loss: 10.4187 - mean_absolute_error: 2.4621 818/4840 [====>.........................] - ETA: 4s - loss: 10.4173 - mean_absolute_error: 2.4608 864/4840 [====>.........................] - ETA: 4s - loss: 10.3877 - mean_absolute_error: 2.4555 911/4840 [====>.........................] - ETA: 4s - loss: 10.3860 - mean_absolute_error: 2.4539 957/4840 [====>.........................] - ETA: 4s - loss: 10.3926 - mean_absolute_error: 2.45451003/4840 [=====>........................] - ETA: 4s - loss: 10.4405 - mean_absolute_error: 2.45991048/4840 [=====>........................] - ETA: 4s - loss: 10.4700 - mean_absolute_error: 2.46341095/4840 [=====>........................] - ETA: 4s - loss: 10.4301 - mean_absolute_error: 2.45891141/4840 [======>.......................] - ETA: 4s - loss: 10.4261 - mean_absolute_error: 2.45721188/4840 [======>.......................] - ETA: 4s - loss: 10.4453 - mean_absolute_error: 2.45911234/4840 [======>.......................] - ETA: 3s - loss: 10.4719 - mean_absolute_error: 2.46231280/4840 [======>.......................] - ETA: 3s - loss: 10.4809 - mean_absolute_error: 2.46431326/4840 [=======>......................] - ETA: 3s - loss: 10.4973 - mean_absolute_error: 2.46551372/4840 [=======>......................] - ETA: 3s - loss: 10.4871 - mean_absolute_error: 2.46431418/4840 [=======>......................] - ETA: 3s - loss: 10.4799 - mean_absolute_error: 2.46401465/4840 [========>.....................] - ETA: 3s - loss: 10.4568 - mean_absolute_error: 2.46111511/4840 [========>.....................] - ETA: 3s - loss: 10.4648 - mean_absolute_error: 2.46231558/4840 [========>.....................] - ETA: 3s - loss: 10.4791 - mean_absolute_error: 2.46371604/4840 [========>.....................] - ETA: 3s - loss: 10.4778 - mean_absolute_error: 2.46261650/4840 [=========>....................] - ETA: 3s - loss: 10.4558 - mean_absolute_error: 2.46011696/4840 [=========>....................] - ETA: 3s - loss: 10.4724 - mean_absolute_error: 2.46261740/4840 [=========>....................] - ETA: 3s - loss: 10.4870 - mean_absolute_error: 2.46401784/4840 [==========>...................] - ETA: 3s - loss: 10.4860 - mean_absolute_error: 2.46411830/4840 [==========>...................] - ETA: 3s - loss: 10.4878 - mean_absolute_error: 2.46391876/4840 [==========>...................] - ETA: 3s - loss: 10.4895 - mean_absolute_error: 2.46471922/4840 [==========>...................] - ETA: 3s - loss: 10.4928 - mean_absolute_error: 2.46531969/4840 [===========>..................] - ETA: 3s - loss: 10.4964 - mean_absolute_error: 2.46552016/4840 [===========>..................] - ETA: 3s - loss: 10.4874 - mean_absolute_error: 2.46402062/4840 [===========>..................] - ETA: 3s - loss: 10.4894 - mean_absolute_error: 2.46412107/4840 [============>.................] - ETA: 3s - loss: 10.4951 - mean_absolute_error: 2.46532154/4840 [============>.................] - ETA: 2s - loss: 10.4881 - mean_absolute_error: 2.46462200/4840 [============>.................] - ETA: 2s - loss: 10.4855 - mean_absolute_error: 2.46462246/4840 [============>.................] - ETA: 2s - loss: 10.4865 - mean_absolute_error: 2.46432291/4840 [=============>................] - ETA: 2s - loss: 10.4892 - mean_absolute_error: 2.46472336/4840 [=============>................] - ETA: 2s - loss: 10.4858 - mean_absolute_error: 2.46392381/4840 [=============>................] - ETA: 2s - loss: 10.4814 - mean_absolute_error: 2.46332427/4840 [==============>...............] - ETA: 2s - loss: 10.4825 - mean_absolute_error: 2.46352472/4840 [==============>...............] - ETA: 2s - loss: 10.4805 - mean_absolute_error: 2.46292517/4840 [==============>...............] - ETA: 2s - loss: 10.4794 - mean_absolute_error: 2.46252564/4840 [==============>...............] - ETA: 2s - loss: 10.4752 - mean_absolute_error: 2.46192609/4840 [===============>..............] - ETA: 2s - loss: 10.4787 - mean_absolute_error: 2.46272654/4840 [===============>..............] - ETA: 2s - loss: 10.4790 - mean_absolute_error: 2.46272698/4840 [===============>..............] - ETA: 2s - loss: 10.4820 - mean_absolute_error: 2.46312744/4840 [================>.............] - ETA: 2s - loss: 10.4904 - mean_absolute_error: 2.46402790/4840 [================>.............] - ETA: 2s - loss: 10.4885 - mean_absolute_error: 2.46392838/4840 [================>.............] - ETA: 2s - loss: 10.4807 - mean_absolute_error: 2.46302884/4840 [================>.............] - ETA: 2s - loss: 10.4792 - mean_absolute_error: 2.46332929/4840 [=================>............] - ETA: 2s - loss: 10.4902 - mean_absolute_error: 2.46452974/4840 [=================>............] - ETA: 2s - loss: 10.5001 - mean_absolute_error: 2.46563019/4840 [=================>............] - ETA: 2s - loss: 10.5002 - mean_absolute_error: 2.46523065/4840 [=================>............] - ETA: 1s - loss: 10.5036 - mean_absolute_error: 2.46563113/4840 [==================>...........] - ETA: 1s - loss: 10.5032 - mean_absolute_error: 2.46553159/4840 [==================>...........] - ETA: 1s - loss: 10.5050 - mean_absolute_error: 2.46613204/4840 [==================>...........] - ETA: 1s - loss: 10.5010 - mean_absolute_error: 2.46563251/4840 [===================>..........] - ETA: 1s - loss: 10.5083 - mean_absolute_error: 2.46653296/4840 [===================>..........] - ETA: 1s - loss: 10.5090 - mean_absolute_error: 2.46673342/4840 [===================>..........] - ETA: 1s - loss: 10.5077 - mean_absolute_error: 2.46713387/4840 [===================>..........] - ETA: 1s - loss: 10.5104 - mean_absolute_error: 2.46753434/4840 [====================>.........] - ETA: 1s - loss: 10.5141 - mean_absolute_error: 2.46813481/4840 [====================>.........] - ETA: 1s - loss: 10.5144 - mean_absolute_error: 2.46823528/4840 [====================>.........] - ETA: 1s - loss: 10.5182 - mean_absolute_error: 2.46863575/4840 [=====================>........] - ETA: 1s - loss: 10.5114 - mean_absolute_error: 2.46743619/4840 [=====================>........] - ETA: 1s - loss: 10.5115 - mean_absolute_error: 2.46733665/4840 [=====================>........] - ETA: 1s - loss: 10.5052 - mean_absolute_error: 2.46653711/4840 [======================>.......] - ETA: 1s - loss: 10.5114 - mean_absolute_error: 2.46733757/4840 [======================>.......] - ETA: 1s - loss: 10.5152 - mean_absolute_error: 2.46783801/4840 [======================>.......] - ETA: 1s - loss: 10.5160 - mean_absolute_error: 2.46753847/4840 [======================>.......] - ETA: 1s - loss: 10.5226 - mean_absolute_error: 2.46823891/4840 [=======================>......] - ETA: 1s - loss: 10.5279 - mean_absolute_error: 2.46913937/4840 [=======================>......] - ETA: 0s - loss: 10.5209 - mean_absolute_error: 2.46813984/4840 [=======================>......] - ETA: 0s - loss: 10.5227 - mean_absolute_error: 2.46814029/4840 [=======================>......] - ETA: 0s - loss: 10.5296 - mean_absolute_error: 2.46894075/4840 [========================>.....] - ETA: 0s - loss: 10.5206 - mean_absolute_error: 2.46754119/4840 [========================>.....] - ETA: 0s - loss: 10.5229 - mean_absolute_error: 2.46784164/4840 [========================>.....] - ETA: 0s - loss: 10.5308 - mean_absolute_error: 2.46874211/4840 [=========================>....] - ETA: 0s - loss: 10.5296 - mean_absolute_error: 2.46874256/4840 [=========================>....] - ETA: 0s - loss: 10.5326 - mean_absolute_error: 2.46914299/4840 [=========================>....] - ETA: 0s - loss: 10.5342 - mean_absolute_error: 2.46944346/4840 [=========================>....] - ETA: 0s - loss: 10.5306 - mean_absolute_error: 2.46944391/4840 [==========================>...] - ETA: 0s - loss: 10.5317 - mean_absolute_error: 2.46914435/4840 [==========================>...] - ETA: 0s - loss: 10.5306 - mean_absolute_error: 2.46894481/4840 [==========================>...] - ETA: 0s - loss: 10.5306 - mean_absolute_error: 2.46874523/4840 [===========================>..] - ETA: 0s - loss: 10.5298 - mean_absolute_error: 2.46874569/4840 [===========================>..] - ETA: 0s - loss: 10.5320 - mean_absolute_error: 2.46894615/4840 [===========================>..] - ETA: 0s - loss: 10.5321 - mean_absolute_error: 2.46904661/4840 [===========================>..] - ETA: 0s - loss: 10.5275 - mean_absolute_error: 2.46834706/4840 [============================>.] - ETA: 0s - loss: 10.5376 - mean_absolute_error: 2.46954751/4840 [============================>.] - ETA: 0s - loss: 10.5336 - mean_absolute_error: 2.46884798/4840 [============================>.] - ETA: 0s - loss: 10.5378 - mean_absolute_error: 2.47004840/4840 [==============================] - 6s 1ms/step - loss: 10.5392 - mean_absolute_error: 2.4699 - val_loss: 11.4743 - val_mean_absolute_error: 2.5819
Epoch 27/100
   1/4840 [..............................] - ETA: 9s - loss: 6.3558 - mean_absolute_error: 1.8843  46/4840 [..............................] - ETA: 5s - loss: 10.8827 - mean_absolute_error: 2.5273  92/4840 [..............................] - ETA: 5s - loss: 10.5113 - mean_absolute_error: 2.4806 136/4840 [..............................] - ETA: 5s - loss: 10.4148 - mean_absolute_error: 2.4672 183/4840 [>.............................] - ETA: 5s - loss: 10.3198 - mean_absolute_error: 2.4502 228/4840 [>.............................] - ETA: 5s - loss: 10.3746 - mean_absolute_error: 2.4545 273/4840 [>.............................] - ETA: 5s - loss: 10.3706 - mean_absolute_error: 2.4554 318/4840 [>.............................] - ETA: 5s - loss: 10.4018 - mean_absolute_error: 2.4583 360/4840 [=>............................] - ETA: 5s - loss: 10.4013 - mean_absolute_error: 2.4598 405/4840 [=>............................] - ETA: 5s - loss: 10.4447 - mean_absolute_error: 2.4639 451/4840 [=>............................] - ETA: 4s - loss: 10.4973 - mean_absolute_error: 2.4720 497/4840 [==>...........................] - ETA: 4s - loss: 10.4709 - mean_absolute_error: 2.4673 543/4840 [==>...........................] - ETA: 4s - loss: 10.4766 - mean_absolute_error: 2.4670 588/4840 [==>...........................] - ETA: 4s - loss: 10.4470 - mean_absolute_error: 2.4615 634/4840 [==>...........................] - ETA: 4s - loss: 10.4948 - mean_absolute_error: 2.4684 680/4840 [===>..........................] - ETA: 4s - loss: 10.5109 - mean_absolute_error: 2.4684 725/4840 [===>..........................] - ETA: 4s - loss: 10.5093 - mean_absolute_error: 2.4660 771/4840 [===>..........................] - ETA: 4s - loss: 10.4890 - mean_absolute_error: 2.4637 816/4840 [====>.........................] - ETA: 4s - loss: 10.5211 - mean_absolute_error: 2.4674 863/4840 [====>.........................] - ETA: 4s - loss: 10.5236 - mean_absolute_error: 2.4662 909/4840 [====>.........................] - ETA: 4s - loss: 10.5043 - mean_absolute_error: 2.4638 956/4840 [====>.........................] - ETA: 4s - loss: 10.4929 - mean_absolute_error: 2.46291002/4840 [=====>........................] - ETA: 4s - loss: 10.4954 - mean_absolute_error: 2.46331049/4840 [=====>........................] - ETA: 4s - loss: 10.5015 - mean_absolute_error: 2.46421095/4840 [=====>........................] - ETA: 4s - loss: 10.5120 - mean_absolute_error: 2.46531140/4840 [======>.......................] - ETA: 4s - loss: 10.5210 - mean_absolute_error: 2.46591186/4840 [======>.......................] - ETA: 4s - loss: 10.5208 - mean_absolute_error: 2.46571233/4840 [======>.......................] - ETA: 4s - loss: 10.5131 - mean_absolute_error: 2.46481277/4840 [======>.......................] - ETA: 3s - loss: 10.5538 - mean_absolute_error: 2.47081322/4840 [=======>......................] - ETA: 3s - loss: 10.5590 - mean_absolute_error: 2.47121368/4840 [=======>......................] - ETA: 3s - loss: 10.5564 - mean_absolute_error: 2.47061414/4840 [=======>......................] - ETA: 3s - loss: 10.5628 - mean_absolute_error: 2.47071461/4840 [========>.....................] - ETA: 3s - loss: 10.5666 - mean_absolute_error: 2.47181505/4840 [========>.....................] - ETA: 3s - loss: 10.5591 - mean_absolute_error: 2.47131550/4840 [========>.....................] - ETA: 3s - loss: 10.5654 - mean_absolute_error: 2.47201596/4840 [========>.....................] - ETA: 3s - loss: 10.5688 - mean_absolute_error: 2.47281643/4840 [=========>....................] - ETA: 3s - loss: 10.5661 - mean_absolute_error: 2.47341689/4840 [=========>....................] - ETA: 3s - loss: 10.5707 - mean_absolute_error: 2.47391735/4840 [=========>....................] - ETA: 3s - loss: 10.5705 - mean_absolute_error: 2.47371781/4840 [==========>...................] - ETA: 3s - loss: 10.5532 - mean_absolute_error: 2.47211826/4840 [==========>...................] - ETA: 3s - loss: 10.5609 - mean_absolute_error: 2.47361872/4840 [==========>...................] - ETA: 3s - loss: 10.5667 - mean_absolute_error: 2.47531919/4840 [==========>...................] - ETA: 3s - loss: 10.5682 - mean_absolute_error: 2.47531964/4840 [===========>..................] - ETA: 3s - loss: 10.5771 - mean_absolute_error: 2.47532011/4840 [===========>..................] - ETA: 3s - loss: 10.5765 - mean_absolute_error: 2.47532057/4840 [===========>..................] - ETA: 3s - loss: 10.5716 - mean_absolute_error: 2.47502103/4840 [============>.................] - ETA: 3s - loss: 10.5834 - mean_absolute_error: 2.47632148/4840 [============>.................] - ETA: 2s - loss: 10.5904 - mean_absolute_error: 2.47702191/4840 [============>.................] - ETA: 2s - loss: 10.5809 - mean_absolute_error: 2.47622238/4840 [============>.................] - ETA: 2s - loss: 10.5741 - mean_absolute_error: 2.47512284/4840 [=============>................] - ETA: 2s - loss: 10.5788 - mean_absolute_error: 2.47532331/4840 [=============>................] - ETA: 2s - loss: 10.5930 - mean_absolute_error: 2.47682377/4840 [=============>................] - ETA: 2s - loss: 10.5821 - mean_absolute_error: 2.47512423/4840 [==============>...............] - ETA: 2s - loss: 10.5873 - mean_absolute_error: 2.47652469/4840 [==============>...............] - ETA: 2s - loss: 10.5873 - mean_absolute_error: 2.47662515/4840 [==============>...............] - ETA: 2s - loss: 10.5850 - mean_absolute_error: 2.47572561/4840 [==============>...............] - ETA: 2s - loss: 10.5874 - mean_absolute_error: 2.47582607/4840 [===============>..............] - ETA: 2s - loss: 10.5874 - mean_absolute_error: 2.47622654/4840 [===============>..............] - ETA: 2s - loss: 10.5754 - mean_absolute_error: 2.47492700/4840 [===============>..............] - ETA: 2s - loss: 10.5785 - mean_absolute_error: 2.47472745/4840 [================>.............] - ETA: 2s - loss: 10.5629 - mean_absolute_error: 2.47252791/4840 [================>.............] - ETA: 2s - loss: 10.5619 - mean_absolute_error: 2.47222835/4840 [================>.............] - ETA: 2s - loss: 10.5492 - mean_absolute_error: 2.47052880/4840 [================>.............] - ETA: 2s - loss: 10.5410 - mean_absolute_error: 2.46962927/4840 [=================>............] - ETA: 2s - loss: 10.5366 - mean_absolute_error: 2.46912972/4840 [=================>............] - ETA: 2s - loss: 10.5282 - mean_absolute_error: 2.46833017/4840 [=================>............] - ETA: 2s - loss: 10.5376 - mean_absolute_error: 2.46953062/4840 [=================>............] - ETA: 1s - loss: 10.5404 - mean_absolute_error: 2.46943106/4840 [==================>...........] - ETA: 1s - loss: 10.5307 - mean_absolute_error: 2.46763154/4840 [==================>...........] - ETA: 1s - loss: 10.5273 - mean_absolute_error: 2.46713200/4840 [==================>...........] - ETA: 1s - loss: 10.5321 - mean_absolute_error: 2.46733246/4840 [===================>..........] - ETA: 1s - loss: 10.5225 - mean_absolute_error: 2.46583292/4840 [===================>..........] - ETA: 1s - loss: 10.5177 - mean_absolute_error: 2.46543337/4840 [===================>..........] - ETA: 1s - loss: 10.5329 - mean_absolute_error: 2.46723383/4840 [===================>..........] - ETA: 1s - loss: 10.5262 - mean_absolute_error: 2.46633430/4840 [====================>.........] - ETA: 1s - loss: 10.5287 - mean_absolute_error: 2.46683475/4840 [====================>.........] - ETA: 1s - loss: 10.5236 - mean_absolute_error: 2.46663520/4840 [====================>.........] - ETA: 1s - loss: 10.5280 - mean_absolute_error: 2.46723567/4840 [=====================>........] - ETA: 1s - loss: 10.5184 - mean_absolute_error: 2.46623613/4840 [=====================>........] - ETA: 1s - loss: 10.5253 - mean_absolute_error: 2.46723658/4840 [=====================>........] - ETA: 1s - loss: 10.5235 - mean_absolute_error: 2.46733703/4840 [=====================>........] - ETA: 1s - loss: 10.5258 - mean_absolute_error: 2.46763748/4840 [======================>.......] - ETA: 1s - loss: 10.5310 - mean_absolute_error: 2.46843793/4840 [======================>.......] - ETA: 1s - loss: 10.5338 - mean_absolute_error: 2.46903840/4840 [======================>.......] - ETA: 1s - loss: 10.5313 - mean_absolute_error: 2.46873886/4840 [=======================>......] - ETA: 1s - loss: 10.5355 - mean_absolute_error: 2.46923933/4840 [=======================>......] - ETA: 1s - loss: 10.5268 - mean_absolute_error: 2.46823979/4840 [=======================>......] - ETA: 0s - loss: 10.5241 - mean_absolute_error: 2.46774023/4840 [=======================>......] - ETA: 0s - loss: 10.5256 - mean_absolute_error: 2.46804070/4840 [========================>.....] - ETA: 0s - loss: 10.5223 - mean_absolute_error: 2.46764118/4840 [========================>.....] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46684164/4840 [========================>.....] - ETA: 0s - loss: 10.5185 - mean_absolute_error: 2.46724209/4840 [=========================>....] - ETA: 0s - loss: 10.5167 - mean_absolute_error: 2.46674255/4840 [=========================>....] - ETA: 0s - loss: 10.5140 - mean_absolute_error: 2.46624301/4840 [=========================>....] - ETA: 0s - loss: 10.5205 - mean_absolute_error: 2.46674347/4840 [=========================>....] - ETA: 0s - loss: 10.5211 - mean_absolute_error: 2.46694392/4840 [==========================>...] - ETA: 0s - loss: 10.5189 - mean_absolute_error: 2.46704438/4840 [==========================>...] - ETA: 0s - loss: 10.5161 - mean_absolute_error: 2.46694484/4840 [==========================>...] - ETA: 0s - loss: 10.5127 - mean_absolute_error: 2.46654529/4840 [===========================>..] - ETA: 0s - loss: 10.5162 - mean_absolute_error: 2.46704575/4840 [===========================>..] - ETA: 0s - loss: 10.5165 - mean_absolute_error: 2.46704620/4840 [===========================>..] - ETA: 0s - loss: 10.5172 - mean_absolute_error: 2.46734665/4840 [===========================>..] - ETA: 0s - loss: 10.5245 - mean_absolute_error: 2.46814712/4840 [============================>.] - ETA: 0s - loss: 10.5282 - mean_absolute_error: 2.46864757/4840 [============================>.] - ETA: 0s - loss: 10.5359 - mean_absolute_error: 2.46974802/4840 [============================>.] - ETA: 0s - loss: 10.5359 - mean_absolute_error: 2.46994840/4840 [==============================] - 6s 1ms/step - loss: 10.5320 - mean_absolute_error: 2.4693 - val_loss: 11.4706 - val_mean_absolute_error: 2.5816
Epoch 28/100
   1/4840 [..............................] - ETA: 9s - loss: 9.4778 - mean_absolute_error: 2.5163  47/4840 [..............................] - ETA: 5s - loss: 11.0155 - mean_absolute_error: 2.5208  94/4840 [..............................] - ETA: 5s - loss: 10.6251 - mean_absolute_error: 2.4780 141/4840 [..............................] - ETA: 5s - loss: 10.7249 - mean_absolute_error: 2.4935 187/4840 [>.............................] - ETA: 5s - loss: 10.6692 - mean_absolute_error: 2.4908 233/4840 [>.............................] - ETA: 5s - loss: 10.6230 - mean_absolute_error: 2.4891 278/4840 [>.............................] - ETA: 5s - loss: 10.5399 - mean_absolute_error: 2.4743 325/4840 [=>............................] - ETA: 4s - loss: 10.4928 - mean_absolute_error: 2.4671 371/4840 [=>............................] - ETA: 4s - loss: 10.4837 - mean_absolute_error: 2.4653 418/4840 [=>............................] - ETA: 4s - loss: 10.4809 - mean_absolute_error: 2.4637 464/4840 [=>............................] - ETA: 4s - loss: 10.4452 - mean_absolute_error: 2.4582 509/4840 [==>...........................] - ETA: 4s - loss: 10.4421 - mean_absolute_error: 2.4580 555/4840 [==>...........................] - ETA: 4s - loss: 10.4602 - mean_absolute_error: 2.4633 599/4840 [==>...........................] - ETA: 4s - loss: 10.4836 - mean_absolute_error: 2.4673 645/4840 [==>...........................] - ETA: 4s - loss: 10.4562 - mean_absolute_error: 2.4619 691/4840 [===>..........................] - ETA: 4s - loss: 10.4133 - mean_absolute_error: 2.4565 735/4840 [===>..........................] - ETA: 4s - loss: 10.4263 - mean_absolute_error: 2.4584 781/4840 [===>..........................] - ETA: 4s - loss: 10.4390 - mean_absolute_error: 2.4594 827/4840 [====>.........................] - ETA: 4s - loss: 10.4849 - mean_absolute_error: 2.4639 874/4840 [====>.........................] - ETA: 4s - loss: 10.4963 - mean_absolute_error: 2.4656 921/4840 [====>.........................] - ETA: 4s - loss: 10.4961 - mean_absolute_error: 2.4653 967/4840 [====>.........................] - ETA: 4s - loss: 10.5152 - mean_absolute_error: 2.46721013/4840 [=====>........................] - ETA: 4s - loss: 10.5106 - mean_absolute_error: 2.46601058/4840 [=====>........................] - ETA: 4s - loss: 10.5192 - mean_absolute_error: 2.46661105/4840 [=====>........................] - ETA: 4s - loss: 10.5181 - mean_absolute_error: 2.46691151/4840 [======>.......................] - ETA: 4s - loss: 10.5396 - mean_absolute_error: 2.47031197/4840 [======>.......................] - ETA: 4s - loss: 10.5664 - mean_absolute_error: 2.47361242/4840 [======>.......................] - ETA: 3s - loss: 10.5427 - mean_absolute_error: 2.47031288/4840 [======>.......................] - ETA: 3s - loss: 10.5372 - mean_absolute_error: 2.46921335/4840 [=======>......................] - ETA: 3s - loss: 10.5323 - mean_absolute_error: 2.46891379/4840 [=======>......................] - ETA: 3s - loss: 10.5347 - mean_absolute_error: 2.46921426/4840 [=======>......................] - ETA: 3s - loss: 10.5459 - mean_absolute_error: 2.47061472/4840 [========>.....................] - ETA: 3s - loss: 10.5341 - mean_absolute_error: 2.46921517/4840 [========>.....................] - ETA: 3s - loss: 10.5329 - mean_absolute_error: 2.46921565/4840 [========>.....................] - ETA: 3s - loss: 10.5178 - mean_absolute_error: 2.46661610/4840 [========>.....................] - ETA: 3s - loss: 10.5328 - mean_absolute_error: 2.46821653/4840 [=========>....................] - ETA: 3s - loss: 10.5203 - mean_absolute_error: 2.46691696/4840 [=========>....................] - ETA: 3s - loss: 10.5307 - mean_absolute_error: 2.46811740/4840 [=========>....................] - ETA: 3s - loss: 10.5272 - mean_absolute_error: 2.46711786/4840 [==========>...................] - ETA: 3s - loss: 10.5195 - mean_absolute_error: 2.46571831/4840 [==========>...................] - ETA: 3s - loss: 10.5195 - mean_absolute_error: 2.46611878/4840 [==========>...................] - ETA: 3s - loss: 10.5067 - mean_absolute_error: 2.46431924/4840 [==========>...................] - ETA: 3s - loss: 10.5140 - mean_absolute_error: 2.46471970/4840 [===========>..................] - ETA: 3s - loss: 10.5317 - mean_absolute_error: 2.46682015/4840 [===========>..................] - ETA: 3s - loss: 10.5539 - mean_absolute_error: 2.46972061/4840 [===========>..................] - ETA: 3s - loss: 10.5645 - mean_absolute_error: 2.47042107/4840 [============>.................] - ETA: 3s - loss: 10.5693 - mean_absolute_error: 2.47142154/4840 [============>.................] - ETA: 2s - loss: 10.5700 - mean_absolute_error: 2.47132200/4840 [============>.................] - ETA: 2s - loss: 10.5614 - mean_absolute_error: 2.47032246/4840 [============>.................] - ETA: 2s - loss: 10.5653 - mean_absolute_error: 2.47102293/4840 [=============>................] - ETA: 2s - loss: 10.5490 - mean_absolute_error: 2.46872339/4840 [=============>................] - ETA: 2s - loss: 10.5370 - mean_absolute_error: 2.46752384/4840 [=============>................] - ETA: 2s - loss: 10.5321 - mean_absolute_error: 2.46692431/4840 [==============>...............] - ETA: 2s - loss: 10.5333 - mean_absolute_error: 2.46752478/4840 [==============>...............] - ETA: 2s - loss: 10.5346 - mean_absolute_error: 2.46792524/4840 [==============>...............] - ETA: 2s - loss: 10.5413 - mean_absolute_error: 2.46892570/4840 [==============>...............] - ETA: 2s - loss: 10.5263 - mean_absolute_error: 2.46752616/4840 [===============>..............] - ETA: 2s - loss: 10.5242 - mean_absolute_error: 2.46752660/4840 [===============>..............] - ETA: 2s - loss: 10.5231 - mean_absolute_error: 2.46702705/4840 [===============>..............] - ETA: 2s - loss: 10.5163 - mean_absolute_error: 2.46572749/4840 [================>.............] - ETA: 2s - loss: 10.5151 - mean_absolute_error: 2.46552796/4840 [================>.............] - ETA: 2s - loss: 10.5186 - mean_absolute_error: 2.46622842/4840 [================>.............] - ETA: 2s - loss: 10.5250 - mean_absolute_error: 2.46662887/4840 [================>.............] - ETA: 2s - loss: 10.5331 - mean_absolute_error: 2.46792933/4840 [=================>............] - ETA: 2s - loss: 10.5342 - mean_absolute_error: 2.46792978/4840 [=================>............] - ETA: 2s - loss: 10.5375 - mean_absolute_error: 2.46823023/4840 [=================>............] - ETA: 2s - loss: 10.5453 - mean_absolute_error: 2.46903068/4840 [==================>...........] - ETA: 1s - loss: 10.5339 - mean_absolute_error: 2.46743113/4840 [==================>...........] - ETA: 1s - loss: 10.5300 - mean_absolute_error: 2.46723158/4840 [==================>...........] - ETA: 1s - loss: 10.5278 - mean_absolute_error: 2.46703203/4840 [==================>...........] - ETA: 1s - loss: 10.5257 - mean_absolute_error: 2.46633249/4840 [===================>..........] - ETA: 1s - loss: 10.5319 - mean_absolute_error: 2.46693295/4840 [===================>..........] - ETA: 1s - loss: 10.5279 - mean_absolute_error: 2.46673341/4840 [===================>..........] - ETA: 1s - loss: 10.5344 - mean_absolute_error: 2.46773387/4840 [===================>..........] - ETA: 1s - loss: 10.5338 - mean_absolute_error: 2.46793433/4840 [====================>.........] - ETA: 1s - loss: 10.5267 - mean_absolute_error: 2.46723477/4840 [====================>.........] - ETA: 1s - loss: 10.5300 - mean_absolute_error: 2.46803522/4840 [====================>.........] - ETA: 1s - loss: 10.5247 - mean_absolute_error: 2.46753566/4840 [=====================>........] - ETA: 1s - loss: 10.5240 - mean_absolute_error: 2.46733610/4840 [=====================>........] - ETA: 1s - loss: 10.5294 - mean_absolute_error: 2.46793656/4840 [=====================>........] - ETA: 1s - loss: 10.5276 - mean_absolute_error: 2.46823702/4840 [=====================>........] - ETA: 1s - loss: 10.5217 - mean_absolute_error: 2.46733748/4840 [======================>.......] - ETA: 1s - loss: 10.5169 - mean_absolute_error: 2.46663794/4840 [======================>.......] - ETA: 1s - loss: 10.5136 - mean_absolute_error: 2.46603840/4840 [======================>.......] - ETA: 1s - loss: 10.5139 - mean_absolute_error: 2.46633886/4840 [=======================>......] - ETA: 1s - loss: 10.5091 - mean_absolute_error: 2.46553932/4840 [=======================>......] - ETA: 1s - loss: 10.5096 - mean_absolute_error: 2.46593979/4840 [=======================>......] - ETA: 0s - loss: 10.5193 - mean_absolute_error: 2.46744026/4840 [=======================>......] - ETA: 0s - loss: 10.5202 - mean_absolute_error: 2.46744072/4840 [========================>.....] - ETA: 0s - loss: 10.5143 - mean_absolute_error: 2.46684118/4840 [========================>.....] - ETA: 0s - loss: 10.5197 - mean_absolute_error: 2.46744163/4840 [========================>.....] - ETA: 0s - loss: 10.5245 - mean_absolute_error: 2.46834208/4840 [=========================>....] - ETA: 0s - loss: 10.5257 - mean_absolute_error: 2.46844254/4840 [=========================>....] - ETA: 0s - loss: 10.5230 - mean_absolute_error: 2.46804301/4840 [=========================>....] - ETA: 0s - loss: 10.5258 - mean_absolute_error: 2.46814347/4840 [=========================>....] - ETA: 0s - loss: 10.5194 - mean_absolute_error: 2.46734392/4840 [==========================>...] - ETA: 0s - loss: 10.5148 - mean_absolute_error: 2.46684439/4840 [==========================>...] - ETA: 0s - loss: 10.5166 - mean_absolute_error: 2.46704484/4840 [==========================>...] - ETA: 0s - loss: 10.5187 - mean_absolute_error: 2.46744530/4840 [===========================>..] - ETA: 0s - loss: 10.5160 - mean_absolute_error: 2.46704576/4840 [===========================>..] - ETA: 0s - loss: 10.5187 - mean_absolute_error: 2.46754623/4840 [===========================>..] - ETA: 0s - loss: 10.5113 - mean_absolute_error: 2.46654669/4840 [===========================>..] - ETA: 0s - loss: 10.5152 - mean_absolute_error: 2.46704715/4840 [============================>.] - ETA: 0s - loss: 10.5173 - mean_absolute_error: 2.46734761/4840 [============================>.] - ETA: 0s - loss: 10.5238 - mean_absolute_error: 2.46794808/4840 [============================>.] - ETA: 0s - loss: 10.5269 - mean_absolute_error: 2.46834840/4840 [==============================] - 6s 1ms/step - loss: 10.5269 - mean_absolute_error: 2.4684 - val_loss: 11.4713 - val_mean_absolute_error: 2.5816
Epoch 29/100
   1/4840 [..............................] - ETA: 9s - loss: 10.9656 - mean_absolute_error: 2.5558  47/4840 [..............................] - ETA: 5s - loss: 10.9900 - mean_absolute_error: 2.5207  93/4840 [..............................] - ETA: 5s - loss: 10.7941 - mean_absolute_error: 2.4976 139/4840 [..............................] - ETA: 5s - loss: 10.9553 - mean_absolute_error: 2.5183 185/4840 [>.............................] - ETA: 5s - loss: 10.9593 - mean_absolute_error: 2.5216 230/4840 [>.............................] - ETA: 5s - loss: 10.7803 - mean_absolute_error: 2.4999 276/4840 [>.............................] - ETA: 5s - loss: 10.8394 - mean_absolute_error: 2.5038 320/4840 [>.............................] - ETA: 5s - loss: 10.8646 - mean_absolute_error: 2.5007 366/4840 [=>............................] - ETA: 4s - loss: 10.8002 - mean_absolute_error: 2.4938 412/4840 [=>............................] - ETA: 4s - loss: 10.8561 - mean_absolute_error: 2.5016 458/4840 [=>............................] - ETA: 4s - loss: 10.7461 - mean_absolute_error: 2.4905 504/4840 [==>...........................] - ETA: 4s - loss: 10.7120 - mean_absolute_error: 2.4865 550/4840 [==>...........................] - ETA: 4s - loss: 10.6630 - mean_absolute_error: 2.4803 595/4840 [==>...........................] - ETA: 4s - loss: 10.6676 - mean_absolute_error: 2.4790 641/4840 [==>...........................] - ETA: 4s - loss: 10.6581 - mean_absolute_error: 2.4793 687/4840 [===>..........................] - ETA: 4s - loss: 10.6156 - mean_absolute_error: 2.4739 734/4840 [===>..........................] - ETA: 4s - loss: 10.6014 - mean_absolute_error: 2.4722 779/4840 [===>..........................] - ETA: 4s - loss: 10.5961 - mean_absolute_error: 2.4720 825/4840 [====>.........................] - ETA: 4s - loss: 10.5891 - mean_absolute_error: 2.4705 871/4840 [====>.........................] - ETA: 4s - loss: 10.6148 - mean_absolute_error: 2.4743 917/4840 [====>.........................] - ETA: 4s - loss: 10.5892 - mean_absolute_error: 2.4689 963/4840 [====>.........................] - ETA: 4s - loss: 10.6060 - mean_absolute_error: 2.47201008/4840 [=====>........................] - ETA: 4s - loss: 10.6283 - mean_absolute_error: 2.47391054/4840 [=====>........................] - ETA: 4s - loss: 10.6078 - mean_absolute_error: 2.47211100/4840 [=====>........................] - ETA: 4s - loss: 10.5898 - mean_absolute_error: 2.47041145/4840 [======>.......................] - ETA: 4s - loss: 10.6050 - mean_absolute_error: 2.47141193/4840 [======>.......................] - ETA: 4s - loss: 10.5603 - mean_absolute_error: 2.46661237/4840 [======>.......................] - ETA: 3s - loss: 10.5568 - mean_absolute_error: 2.46731283/4840 [======>.......................] - ETA: 3s - loss: 10.5692 - mean_absolute_error: 2.47001328/4840 [=======>......................] - ETA: 3s - loss: 10.5547 - mean_absolute_error: 2.46871374/4840 [=======>......................] - ETA: 3s - loss: 10.5694 - mean_absolute_error: 2.47061421/4840 [=======>......................] - ETA: 3s - loss: 10.5719 - mean_absolute_error: 2.47101467/4840 [========>.....................] - ETA: 3s - loss: 10.5614 - mean_absolute_error: 2.46921513/4840 [========>.....................] - ETA: 3s - loss: 10.5496 - mean_absolute_error: 2.46761560/4840 [========>.....................] - ETA: 3s - loss: 10.5412 - mean_absolute_error: 2.46761606/4840 [========>.....................] - ETA: 3s - loss: 10.5528 - mean_absolute_error: 2.46941652/4840 [=========>....................] - ETA: 3s - loss: 10.5557 - mean_absolute_error: 2.47001698/4840 [=========>....................] - ETA: 3s - loss: 10.5601 - mean_absolute_error: 2.47041742/4840 [=========>....................] - ETA: 3s - loss: 10.5581 - mean_absolute_error: 2.47001789/4840 [==========>...................] - ETA: 3s - loss: 10.5536 - mean_absolute_error: 2.46961835/4840 [==========>...................] - ETA: 3s - loss: 10.5424 - mean_absolute_error: 2.46861881/4840 [==========>...................] - ETA: 3s - loss: 10.5452 - mean_absolute_error: 2.46881927/4840 [==========>...................] - ETA: 3s - loss: 10.5332 - mean_absolute_error: 2.46761973/4840 [===========>..................] - ETA: 3s - loss: 10.5437 - mean_absolute_error: 2.46892019/4840 [===========>..................] - ETA: 3s - loss: 10.5492 - mean_absolute_error: 2.46942065/4840 [===========>..................] - ETA: 3s - loss: 10.5531 - mean_absolute_error: 2.46982111/4840 [============>.................] - ETA: 3s - loss: 10.5350 - mean_absolute_error: 2.46802156/4840 [============>.................] - ETA: 2s - loss: 10.5337 - mean_absolute_error: 2.46882200/4840 [============>.................] - ETA: 2s - loss: 10.5330 - mean_absolute_error: 2.46892246/4840 [============>.................] - ETA: 2s - loss: 10.5199 - mean_absolute_error: 2.46752292/4840 [=============>................] - ETA: 2s - loss: 10.5249 - mean_absolute_error: 2.46812338/4840 [=============>................] - ETA: 2s - loss: 10.5194 - mean_absolute_error: 2.46752384/4840 [=============>................] - ETA: 2s - loss: 10.5126 - mean_absolute_error: 2.46672430/4840 [==============>...............] - ETA: 2s - loss: 10.5077 - mean_absolute_error: 2.46562476/4840 [==============>...............] - ETA: 2s - loss: 10.4993 - mean_absolute_error: 2.46452521/4840 [==============>...............] - ETA: 2s - loss: 10.5008 - mean_absolute_error: 2.46462569/4840 [==============>...............] - ETA: 2s - loss: 10.4900 - mean_absolute_error: 2.46312615/4840 [===============>..............] - ETA: 2s - loss: 10.4772 - mean_absolute_error: 2.46142660/4840 [===============>..............] - ETA: 2s - loss: 10.4866 - mean_absolute_error: 2.46262706/4840 [===============>..............] - ETA: 2s - loss: 10.4815 - mean_absolute_error: 2.46192750/4840 [================>.............] - ETA: 2s - loss: 10.4804 - mean_absolute_error: 2.46152792/4840 [================>.............] - ETA: 2s - loss: 10.4763 - mean_absolute_error: 2.46102833/4840 [================>.............] - ETA: 2s - loss: 10.4861 - mean_absolute_error: 2.46222877/4840 [================>.............] - ETA: 2s - loss: 10.4806 - mean_absolute_error: 2.46152921/4840 [=================>............] - ETA: 2s - loss: 10.4786 - mean_absolute_error: 2.46142964/4840 [=================>............] - ETA: 2s - loss: 10.4894 - mean_absolute_error: 2.46253009/4840 [=================>............] - ETA: 2s - loss: 10.4917 - mean_absolute_error: 2.46313054/4840 [=================>............] - ETA: 1s - loss: 10.4931 - mean_absolute_error: 2.46333097/4840 [==================>...........] - ETA: 1s - loss: 10.4991 - mean_absolute_error: 2.46433144/4840 [==================>...........] - ETA: 1s - loss: 10.4991 - mean_absolute_error: 2.46443190/4840 [==================>...........] - ETA: 1s - loss: 10.4906 - mean_absolute_error: 2.46303235/4840 [===================>..........] - ETA: 1s - loss: 10.4846 - mean_absolute_error: 2.46233282/4840 [===================>..........] - ETA: 1s - loss: 10.4915 - mean_absolute_error: 2.46353328/4840 [===================>..........] - ETA: 1s - loss: 10.4937 - mean_absolute_error: 2.46403375/4840 [===================>..........] - ETA: 1s - loss: 10.4902 - mean_absolute_error: 2.46363421/4840 [====================>.........] - ETA: 1s - loss: 10.4901 - mean_absolute_error: 2.46373465/4840 [====================>.........] - ETA: 1s - loss: 10.4868 - mean_absolute_error: 2.46333510/4840 [====================>.........] - ETA: 1s - loss: 10.4853 - mean_absolute_error: 2.46323557/4840 [=====================>........] - ETA: 1s - loss: 10.4914 - mean_absolute_error: 2.46423602/4840 [=====================>........] - ETA: 1s - loss: 10.4952 - mean_absolute_error: 2.46483647/4840 [=====================>........] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.46483692/4840 [=====================>........] - ETA: 1s - loss: 10.4894 - mean_absolute_error: 2.46463738/4840 [======================>.......] - ETA: 1s - loss: 10.4810 - mean_absolute_error: 2.46353784/4840 [======================>.......] - ETA: 1s - loss: 10.4901 - mean_absolute_error: 2.46493830/4840 [======================>.......] - ETA: 1s - loss: 10.4888 - mean_absolute_error: 2.46473877/4840 [=======================>......] - ETA: 1s - loss: 10.4788 - mean_absolute_error: 2.46293922/4840 [=======================>......] - ETA: 1s - loss: 10.4797 - mean_absolute_error: 2.46333969/4840 [=======================>......] - ETA: 0s - loss: 10.4822 - mean_absolute_error: 2.46344014/4840 [=======================>......] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.46334060/4840 [========================>.....] - ETA: 0s - loss: 10.4849 - mean_absolute_error: 2.46374106/4840 [========================>.....] - ETA: 0s - loss: 10.4773 - mean_absolute_error: 2.46294151/4840 [========================>.....] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46414197/4840 [=========================>....] - ETA: 0s - loss: 10.4938 - mean_absolute_error: 2.46494243/4840 [=========================>....] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.46444288/4840 [=========================>....] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46474334/4840 [=========================>....] - ETA: 0s - loss: 10.4951 - mean_absolute_error: 2.46454381/4840 [==========================>...] - ETA: 0s - loss: 10.4946 - mean_absolute_error: 2.46444425/4840 [==========================>...] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46494471/4840 [==========================>...] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46544517/4840 [==========================>...] - ETA: 0s - loss: 10.5015 - mean_absolute_error: 2.46514562/4840 [===========================>..] - ETA: 0s - loss: 10.5061 - mean_absolute_error: 2.46584608/4840 [===========================>..] - ETA: 0s - loss: 10.5133 - mean_absolute_error: 2.46644653/4840 [===========================>..] - ETA: 0s - loss: 10.5214 - mean_absolute_error: 2.46764698/4840 [============================>.] - ETA: 0s - loss: 10.5240 - mean_absolute_error: 2.46794744/4840 [============================>.] - ETA: 0s - loss: 10.5261 - mean_absolute_error: 2.46804789/4840 [============================>.] - ETA: 0s - loss: 10.5195 - mean_absolute_error: 2.46724833/4840 [============================>.] - ETA: 0s - loss: 10.5227 - mean_absolute_error: 2.46764840/4840 [==============================] - 6s 1ms/step - loss: 10.5232 - mean_absolute_error: 2.4676 - val_loss: 11.4680 - val_mean_absolute_error: 2.5799
Epoch 30/100
   1/4840 [..............................] - ETA: 9s - loss: 11.1913 - mean_absolute_error: 2.5945  47/4840 [..............................] - ETA: 5s - loss: 10.2548 - mean_absolute_error: 2.4208  92/4840 [..............................] - ETA: 5s - loss: 10.0792 - mean_absolute_error: 2.4158 139/4840 [..............................] - ETA: 5s - loss: 10.2530 - mean_absolute_error: 2.4337 185/4840 [>.............................] - ETA: 5s - loss: 10.2406 - mean_absolute_error: 2.4370 231/4840 [>.............................] - ETA: 5s - loss: 10.3752 - mean_absolute_error: 2.4558 276/4840 [>.............................] - ETA: 5s - loss: 10.4078 - mean_absolute_error: 2.4577 323/4840 [=>............................] - ETA: 4s - loss: 10.4116 - mean_absolute_error: 2.4581 368/4840 [=>............................] - ETA: 4s - loss: 10.3221 - mean_absolute_error: 2.4471 414/4840 [=>............................] - ETA: 4s - loss: 10.3011 - mean_absolute_error: 2.4400 460/4840 [=>............................] - ETA: 4s - loss: 10.3338 - mean_absolute_error: 2.4444 506/4840 [==>...........................] - ETA: 4s - loss: 10.3310 - mean_absolute_error: 2.4423 552/4840 [==>...........................] - ETA: 4s - loss: 10.3307 - mean_absolute_error: 2.4432 599/4840 [==>...........................] - ETA: 4s - loss: 10.3322 - mean_absolute_error: 2.4430 645/4840 [==>...........................] - ETA: 4s - loss: 10.3431 - mean_absolute_error: 2.4423 689/4840 [===>..........................] - ETA: 4s - loss: 10.3510 - mean_absolute_error: 2.4424 735/4840 [===>..........................] - ETA: 4s - loss: 10.3648 - mean_absolute_error: 2.4443 779/4840 [===>..........................] - ETA: 4s - loss: 10.3474 - mean_absolute_error: 2.4425 824/4840 [====>.........................] - ETA: 4s - loss: 10.3608 - mean_absolute_error: 2.4447 871/4840 [====>.........................] - ETA: 4s - loss: 10.4072 - mean_absolute_error: 2.4500 917/4840 [====>.........................] - ETA: 4s - loss: 10.4002 - mean_absolute_error: 2.4482 963/4840 [====>.........................] - ETA: 4s - loss: 10.3927 - mean_absolute_error: 2.44741010/4840 [=====>........................] - ETA: 4s - loss: 10.3766 - mean_absolute_error: 2.44491055/4840 [=====>........................] - ETA: 4s - loss: 10.3761 - mean_absolute_error: 2.44461102/4840 [=====>........................] - ETA: 4s - loss: 10.3806 - mean_absolute_error: 2.44561147/4840 [======>.......................] - ETA: 4s - loss: 10.3925 - mean_absolute_error: 2.44781193/4840 [======>.......................] - ETA: 4s - loss: 10.4138 - mean_absolute_error: 2.45021238/4840 [======>.......................] - ETA: 3s - loss: 10.4147 - mean_absolute_error: 2.45101283/4840 [======>.......................] - ETA: 3s - loss: 10.4057 - mean_absolute_error: 2.45041329/4840 [=======>......................] - ETA: 3s - loss: 10.3895 - mean_absolute_error: 2.44931374/4840 [=======>......................] - ETA: 3s - loss: 10.3630 - mean_absolute_error: 2.44561420/4840 [=======>......................] - ETA: 3s - loss: 10.3814 - mean_absolute_error: 2.44921466/4840 [========>.....................] - ETA: 3s - loss: 10.3997 - mean_absolute_error: 2.45211513/4840 [========>.....................] - ETA: 3s - loss: 10.4122 - mean_absolute_error: 2.45391559/4840 [========>.....................] - ETA: 3s - loss: 10.3998 - mean_absolute_error: 2.45181605/4840 [========>.....................] - ETA: 3s - loss: 10.4024 - mean_absolute_error: 2.45181651/4840 [=========>....................] - ETA: 3s - loss: 10.4091 - mean_absolute_error: 2.45151697/4840 [=========>....................] - ETA: 3s - loss: 10.4146 - mean_absolute_error: 2.45261742/4840 [=========>....................] - ETA: 3s - loss: 10.4096 - mean_absolute_error: 2.45211787/4840 [==========>...................] - ETA: 3s - loss: 10.4444 - mean_absolute_error: 2.45631833/4840 [==========>...................] - ETA: 3s - loss: 10.4251 - mean_absolute_error: 2.45401878/4840 [==========>...................] - ETA: 3s - loss: 10.4193 - mean_absolute_error: 2.45341924/4840 [==========>...................] - ETA: 3s - loss: 10.4283 - mean_absolute_error: 2.45471970/4840 [===========>..................] - ETA: 3s - loss: 10.4331 - mean_absolute_error: 2.45562016/4840 [===========>..................] - ETA: 3s - loss: 10.4443 - mean_absolute_error: 2.45722061/4840 [===========>..................] - ETA: 3s - loss: 10.4442 - mean_absolute_error: 2.45682109/4840 [============>.................] - ETA: 3s - loss: 10.4478 - mean_absolute_error: 2.45722155/4840 [============>.................] - ETA: 2s - loss: 10.4455 - mean_absolute_error: 2.45712201/4840 [============>.................] - ETA: 2s - loss: 10.4586 - mean_absolute_error: 2.45832246/4840 [============>.................] - ETA: 2s - loss: 10.4726 - mean_absolute_error: 2.45992292/4840 [=============>................] - ETA: 2s - loss: 10.4866 - mean_absolute_error: 2.46142338/4840 [=============>................] - ETA: 2s - loss: 10.4886 - mean_absolute_error: 2.46222384/4840 [=============>................] - ETA: 2s - loss: 10.4993 - mean_absolute_error: 2.46352430/4840 [==============>...............] - ETA: 2s - loss: 10.4957 - mean_absolute_error: 2.46332475/4840 [==============>...............] - ETA: 2s - loss: 10.4930 - mean_absolute_error: 2.46262521/4840 [==============>...............] - ETA: 2s - loss: 10.4776 - mean_absolute_error: 2.46092566/4840 [==============>...............] - ETA: 2s - loss: 10.4792 - mean_absolute_error: 2.46172610/4840 [===============>..............] - ETA: 2s - loss: 10.4697 - mean_absolute_error: 2.46072655/4840 [===============>..............] - ETA: 2s - loss: 10.4919 - mean_absolute_error: 2.46342700/4840 [===============>..............] - ETA: 2s - loss: 10.4940 - mean_absolute_error: 2.46322745/4840 [================>.............] - ETA: 2s - loss: 10.4866 - mean_absolute_error: 2.46212790/4840 [================>.............] - ETA: 2s - loss: 10.4847 - mean_absolute_error: 2.46162836/4840 [================>.............] - ETA: 2s - loss: 10.4910 - mean_absolute_error: 2.46272881/4840 [================>.............] - ETA: 2s - loss: 10.4857 - mean_absolute_error: 2.46192927/4840 [=================>............] - ETA: 2s - loss: 10.4880 - mean_absolute_error: 2.46232972/4840 [=================>............] - ETA: 2s - loss: 10.4757 - mean_absolute_error: 2.46043018/4840 [=================>............] - ETA: 2s - loss: 10.4776 - mean_absolute_error: 2.46083063/4840 [=================>............] - ETA: 1s - loss: 10.4799 - mean_absolute_error: 2.46093108/4840 [==================>...........] - ETA: 1s - loss: 10.4849 - mean_absolute_error: 2.46153155/4840 [==================>...........] - ETA: 1s - loss: 10.4937 - mean_absolute_error: 2.46273201/4840 [==================>...........] - ETA: 1s - loss: 10.5006 - mean_absolute_error: 2.46393246/4840 [===================>..........] - ETA: 1s - loss: 10.4947 - mean_absolute_error: 2.46343292/4840 [===================>..........] - ETA: 1s - loss: 10.4860 - mean_absolute_error: 2.46223337/4840 [===================>..........] - ETA: 1s - loss: 10.4957 - mean_absolute_error: 2.46383382/4840 [===================>..........] - ETA: 1s - loss: 10.4997 - mean_absolute_error: 2.46423428/4840 [====================>.........] - ETA: 1s - loss: 10.5001 - mean_absolute_error: 2.46433474/4840 [====================>.........] - ETA: 1s - loss: 10.4980 - mean_absolute_error: 2.46383520/4840 [====================>.........] - ETA: 1s - loss: 10.5035 - mean_absolute_error: 2.46463566/4840 [=====================>........] - ETA: 1s - loss: 10.5073 - mean_absolute_error: 2.46543611/4840 [=====================>........] - ETA: 1s - loss: 10.5072 - mean_absolute_error: 2.46523658/4840 [=====================>........] - ETA: 1s - loss: 10.4999 - mean_absolute_error: 2.46433704/4840 [=====================>........] - ETA: 1s - loss: 10.4968 - mean_absolute_error: 2.46343750/4840 [======================>.......] - ETA: 1s - loss: 10.4908 - mean_absolute_error: 2.46283797/4840 [======================>.......] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.46253842/4840 [======================>.......] - ETA: 1s - loss: 10.4877 - mean_absolute_error: 2.46253888/4840 [=======================>......] - ETA: 1s - loss: 10.4959 - mean_absolute_error: 2.46333933/4840 [=======================>......] - ETA: 1s - loss: 10.5024 - mean_absolute_error: 2.46413979/4840 [=======================>......] - ETA: 0s - loss: 10.5067 - mean_absolute_error: 2.46484022/4840 [=======================>......] - ETA: 0s - loss: 10.5112 - mean_absolute_error: 2.46494067/4840 [========================>.....] - ETA: 0s - loss: 10.5104 - mean_absolute_error: 2.46534112/4840 [========================>.....] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46484157/4840 [========================>.....] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46434202/4840 [=========================>....] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46404247/4840 [=========================>....] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46474293/4840 [=========================>....] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46484338/4840 [=========================>....] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46494383/4840 [==========================>...] - ETA: 0s - loss: 10.5019 - mean_absolute_error: 2.46414428/4840 [==========================>...] - ETA: 0s - loss: 10.5064 - mean_absolute_error: 2.46464473/4840 [==========================>...] - ETA: 0s - loss: 10.5111 - mean_absolute_error: 2.46514518/4840 [===========================>..] - ETA: 0s - loss: 10.5124 - mean_absolute_error: 2.46524563/4840 [===========================>..] - ETA: 0s - loss: 10.5172 - mean_absolute_error: 2.46594609/4840 [===========================>..] - ETA: 0s - loss: 10.5174 - mean_absolute_error: 2.46604655/4840 [===========================>..] - ETA: 0s - loss: 10.5153 - mean_absolute_error: 2.46574700/4840 [============================>.] - ETA: 0s - loss: 10.5153 - mean_absolute_error: 2.46574745/4840 [============================>.] - ETA: 0s - loss: 10.5155 - mean_absolute_error: 2.46584792/4840 [============================>.] - ETA: 0s - loss: 10.5193 - mean_absolute_error: 2.46624838/4840 [============================>.] - ETA: 0s - loss: 10.5208 - mean_absolute_error: 2.46614840/4840 [==============================] - 6s 1ms/step - loss: 10.5199 - mean_absolute_error: 2.4660 - val_loss: 11.4662 - val_mean_absolute_error: 2.5797
Epoch 31/100
   1/4840 [..............................] - ETA: 9s - loss: 16.3469 - mean_absolute_error: 3.1282  47/4840 [..............................] - ETA: 5s - loss: 10.5033 - mean_absolute_error: 2.4604  94/4840 [..............................] - ETA: 5s - loss: 10.5300 - mean_absolute_error: 2.4619 139/4840 [..............................] - ETA: 5s - loss: 10.7094 - mean_absolute_error: 2.4852 184/4840 [>.............................] - ETA: 5s - loss: 10.4847 - mean_absolute_error: 2.4609 231/4840 [>.............................] - ETA: 5s - loss: 10.4307 - mean_absolute_error: 2.4548 275/4840 [>.............................] - ETA: 5s - loss: 10.3931 - mean_absolute_error: 2.4479 321/4840 [>.............................] - ETA: 5s - loss: 10.4085 - mean_absolute_error: 2.4501 366/4840 [=>............................] - ETA: 4s - loss: 10.3531 - mean_absolute_error: 2.4443 412/4840 [=>............................] - ETA: 4s - loss: 10.3127 - mean_absolute_error: 2.4395 457/4840 [=>............................] - ETA: 4s - loss: 10.3598 - mean_absolute_error: 2.4459 503/4840 [==>...........................] - ETA: 4s - loss: 10.4033 - mean_absolute_error: 2.4536 550/4840 [==>...........................] - ETA: 4s - loss: 10.4387 - mean_absolute_error: 2.4572 595/4840 [==>...........................] - ETA: 4s - loss: 10.4249 - mean_absolute_error: 2.4571 642/4840 [==>...........................] - ETA: 4s - loss: 10.4511 - mean_absolute_error: 2.4601 688/4840 [===>..........................] - ETA: 4s - loss: 10.4401 - mean_absolute_error: 2.4601 735/4840 [===>..........................] - ETA: 4s - loss: 10.4534 - mean_absolute_error: 2.4615 781/4840 [===>..........................] - ETA: 4s - loss: 10.4536 - mean_absolute_error: 2.4629 827/4840 [====>.........................] - ETA: 4s - loss: 10.4551 - mean_absolute_error: 2.4628 873/4840 [====>.........................] - ETA: 4s - loss: 10.5039 - mean_absolute_error: 2.4662 919/4840 [====>.........................] - ETA: 4s - loss: 10.4885 - mean_absolute_error: 2.4646 965/4840 [====>.........................] - ETA: 4s - loss: 10.4875 - mean_absolute_error: 2.46381010/4840 [=====>........................] - ETA: 4s - loss: 10.4997 - mean_absolute_error: 2.46611056/4840 [=====>........................] - ETA: 4s - loss: 10.4978 - mean_absolute_error: 2.46541102/4840 [=====>........................] - ETA: 4s - loss: 10.4916 - mean_absolute_error: 2.46431148/4840 [======>.......................] - ETA: 4s - loss: 10.5141 - mean_absolute_error: 2.46661193/4840 [======>.......................] - ETA: 4s - loss: 10.5039 - mean_absolute_error: 2.46631238/4840 [======>.......................] - ETA: 3s - loss: 10.4985 - mean_absolute_error: 2.46721283/4840 [======>.......................] - ETA: 3s - loss: 10.4668 - mean_absolute_error: 2.46241328/4840 [=======>......................] - ETA: 3s - loss: 10.4482 - mean_absolute_error: 2.45991373/4840 [=======>......................] - ETA: 3s - loss: 10.4783 - mean_absolute_error: 2.46401419/4840 [=======>......................] - ETA: 3s - loss: 10.4768 - mean_absolute_error: 2.46351464/4840 [========>.....................] - ETA: 3s - loss: 10.4599 - mean_absolute_error: 2.46091512/4840 [========>.....................] - ETA: 3s - loss: 10.4643 - mean_absolute_error: 2.46111559/4840 [========>.....................] - ETA: 3s - loss: 10.4594 - mean_absolute_error: 2.46041605/4840 [========>.....................] - ETA: 3s - loss: 10.4749 - mean_absolute_error: 2.46101652/4840 [=========>....................] - ETA: 3s - loss: 10.4880 - mean_absolute_error: 2.46211698/4840 [=========>....................] - ETA: 3s - loss: 10.4933 - mean_absolute_error: 2.46271743/4840 [=========>....................] - ETA: 3s - loss: 10.5169 - mean_absolute_error: 2.46631789/4840 [==========>...................] - ETA: 3s - loss: 10.5073 - mean_absolute_error: 2.46511835/4840 [==========>...................] - ETA: 3s - loss: 10.5143 - mean_absolute_error: 2.46561880/4840 [==========>...................] - ETA: 3s - loss: 10.5182 - mean_absolute_error: 2.46601926/4840 [==========>...................] - ETA: 3s - loss: 10.5107 - mean_absolute_error: 2.46561971/4840 [===========>..................] - ETA: 3s - loss: 10.4964 - mean_absolute_error: 2.46372017/4840 [===========>..................] - ETA: 3s - loss: 10.4900 - mean_absolute_error: 2.46282063/4840 [===========>..................] - ETA: 3s - loss: 10.4805 - mean_absolute_error: 2.46142109/4840 [============>.................] - ETA: 3s - loss: 10.4805 - mean_absolute_error: 2.46132154/4840 [============>.................] - ETA: 2s - loss: 10.4891 - mean_absolute_error: 2.46232200/4840 [============>.................] - ETA: 2s - loss: 10.4923 - mean_absolute_error: 2.46272246/4840 [============>.................] - ETA: 2s - loss: 10.4952 - mean_absolute_error: 2.46322292/4840 [=============>................] - ETA: 2s - loss: 10.4834 - mean_absolute_error: 2.46192338/4840 [=============>................] - ETA: 2s - loss: 10.4772 - mean_absolute_error: 2.46062383/4840 [=============>................] - ETA: 2s - loss: 10.4882 - mean_absolute_error: 2.46162428/4840 [==============>...............] - ETA: 2s - loss: 10.4808 - mean_absolute_error: 2.46032474/4840 [==============>...............] - ETA: 2s - loss: 10.4797 - mean_absolute_error: 2.45992520/4840 [==============>...............] - ETA: 2s - loss: 10.4920 - mean_absolute_error: 2.46162566/4840 [==============>...............] - ETA: 2s - loss: 10.4868 - mean_absolute_error: 2.46112612/4840 [===============>..............] - ETA: 2s - loss: 10.4873 - mean_absolute_error: 2.46102657/4840 [===============>..............] - ETA: 2s - loss: 10.4885 - mean_absolute_error: 2.46112703/4840 [===============>..............] - ETA: 2s - loss: 10.4941 - mean_absolute_error: 2.46202749/4840 [================>.............] - ETA: 2s - loss: 10.4921 - mean_absolute_error: 2.46252795/4840 [================>.............] - ETA: 2s - loss: 10.4881 - mean_absolute_error: 2.46202843/4840 [================>.............] - ETA: 2s - loss: 10.4949 - mean_absolute_error: 2.46302889/4840 [================>.............] - ETA: 2s - loss: 10.5071 - mean_absolute_error: 2.46482934/4840 [=================>............] - ETA: 2s - loss: 10.5031 - mean_absolute_error: 2.46452980/4840 [=================>............] - ETA: 2s - loss: 10.5121 - mean_absolute_error: 2.46583026/4840 [=================>............] - ETA: 2s - loss: 10.5118 - mean_absolute_error: 2.46563072/4840 [==================>...........] - ETA: 1s - loss: 10.5129 - mean_absolute_error: 2.46523117/4840 [==================>...........] - ETA: 1s - loss: 10.5144 - mean_absolute_error: 2.46573164/4840 [==================>...........] - ETA: 1s - loss: 10.5089 - mean_absolute_error: 2.46493209/4840 [==================>...........] - ETA: 1s - loss: 10.5113 - mean_absolute_error: 2.46533255/4840 [===================>..........] - ETA: 1s - loss: 10.5028 - mean_absolute_error: 2.46373301/4840 [===================>..........] - ETA: 1s - loss: 10.5060 - mean_absolute_error: 2.46383346/4840 [===================>..........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46223391/4840 [====================>.........] - ETA: 1s - loss: 10.5009 - mean_absolute_error: 2.46273437/4840 [====================>.........] - ETA: 1s - loss: 10.4988 - mean_absolute_error: 2.46233482/4840 [====================>.........] - ETA: 1s - loss: 10.4916 - mean_absolute_error: 2.46133527/4840 [====================>.........] - ETA: 1s - loss: 10.5010 - mean_absolute_error: 2.46203573/4840 [=====================>........] - ETA: 1s - loss: 10.5029 - mean_absolute_error: 2.46233619/4840 [=====================>........] - ETA: 1s - loss: 10.4960 - mean_absolute_error: 2.46133664/4840 [=====================>........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46163709/4840 [=====================>........] - ETA: 1s - loss: 10.4947 - mean_absolute_error: 2.46103755/4840 [======================>.......] - ETA: 1s - loss: 10.4958 - mean_absolute_error: 2.46103800/4840 [======================>.......] - ETA: 1s - loss: 10.4983 - mean_absolute_error: 2.46153844/4840 [======================>.......] - ETA: 1s - loss: 10.4915 - mean_absolute_error: 2.46073890/4840 [=======================>......] - ETA: 1s - loss: 10.4951 - mean_absolute_error: 2.46123936/4840 [=======================>......] - ETA: 0s - loss: 10.4936 - mean_absolute_error: 2.46093981/4840 [=======================>......] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46154025/4840 [=======================>......] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.46144070/4840 [========================>.....] - ETA: 0s - loss: 10.4873 - mean_absolute_error: 2.46044116/4840 [========================>.....] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.46014162/4840 [========================>.....] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.46034208/4840 [=========================>....] - ETA: 0s - loss: 10.4846 - mean_absolute_error: 2.46054254/4840 [=========================>....] - ETA: 0s - loss: 10.4882 - mean_absolute_error: 2.46114299/4840 [=========================>....] - ETA: 0s - loss: 10.4984 - mean_absolute_error: 2.46234345/4840 [=========================>....] - ETA: 0s - loss: 10.4972 - mean_absolute_error: 2.46204391/4840 [==========================>...] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46204438/4840 [==========================>...] - ETA: 0s - loss: 10.4919 - mean_absolute_error: 2.46154484/4840 [==========================>...] - ETA: 0s - loss: 10.4925 - mean_absolute_error: 2.46164530/4840 [===========================>..] - ETA: 0s - loss: 10.5019 - mean_absolute_error: 2.46284576/4840 [===========================>..] - ETA: 0s - loss: 10.5081 - mean_absolute_error: 2.46354621/4840 [===========================>..] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46304668/4840 [===========================>..] - ETA: 0s - loss: 10.5090 - mean_absolute_error: 2.46404713/4840 [============================>.] - ETA: 0s - loss: 10.5174 - mean_absolute_error: 2.46484758/4840 [============================>.] - ETA: 0s - loss: 10.5085 - mean_absolute_error: 2.46414803/4840 [============================>.] - ETA: 0s - loss: 10.5136 - mean_absolute_error: 2.46474840/4840 [==============================] - 6s 1ms/step - loss: 10.5169 - mean_absolute_error: 2.4655 - val_loss: 11.4700 - val_mean_absolute_error: 2.5805
Epoch 32/100
   1/4840 [..............................] - ETA: 4s - loss: 14.7043 - mean_absolute_error: 2.8647  46/4840 [..............................] - ETA: 5s - loss: 10.3542 - mean_absolute_error: 2.4479  92/4840 [..............................] - ETA: 5s - loss: 10.2305 - mean_absolute_error: 2.4544 139/4840 [..............................] - ETA: 5s - loss: 10.2011 - mean_absolute_error: 2.4501 184/4840 [>.............................] - ETA: 5s - loss: 10.2186 - mean_absolute_error: 2.4443 228/4840 [>.............................] - ETA: 5s - loss: 10.2933 - mean_absolute_error: 2.4526 273/4840 [>.............................] - ETA: 5s - loss: 10.3125 - mean_absolute_error: 2.4513 319/4840 [>.............................] - ETA: 5s - loss: 10.2359 - mean_absolute_error: 2.4417 366/4840 [=>............................] - ETA: 4s - loss: 10.2810 - mean_absolute_error: 2.4475 411/4840 [=>............................] - ETA: 4s - loss: 10.3493 - mean_absolute_error: 2.4539 456/4840 [=>............................] - ETA: 4s - loss: 10.2863 - mean_absolute_error: 2.4470 503/4840 [==>...........................] - ETA: 4s - loss: 10.2878 - mean_absolute_error: 2.4454 549/4840 [==>...........................] - ETA: 4s - loss: 10.2835 - mean_absolute_error: 2.4444 595/4840 [==>...........................] - ETA: 4s - loss: 10.3559 - mean_absolute_error: 2.4535 640/4840 [==>...........................] - ETA: 4s - loss: 10.3542 - mean_absolute_error: 2.4513 687/4840 [===>..........................] - ETA: 4s - loss: 10.3734 - mean_absolute_error: 2.4537 732/4840 [===>..........................] - ETA: 4s - loss: 10.3796 - mean_absolute_error: 2.4535 777/4840 [===>..........................] - ETA: 4s - loss: 10.4218 - mean_absolute_error: 2.4586 823/4840 [====>.........................] - ETA: 4s - loss: 10.4166 - mean_absolute_error: 2.4565 870/4840 [====>.........................] - ETA: 4s - loss: 10.4337 - mean_absolute_error: 2.4579 916/4840 [====>.........................] - ETA: 4s - loss: 10.4105 - mean_absolute_error: 2.4543 961/4840 [====>.........................] - ETA: 4s - loss: 10.3961 - mean_absolute_error: 2.45381007/4840 [=====>........................] - ETA: 4s - loss: 10.4011 - mean_absolute_error: 2.45471053/4840 [=====>........................] - ETA: 4s - loss: 10.4331 - mean_absolute_error: 2.45641098/4840 [=====>........................] - ETA: 4s - loss: 10.4732 - mean_absolute_error: 2.46031143/4840 [======>.......................] - ETA: 4s - loss: 10.4658 - mean_absolute_error: 2.46011188/4840 [======>.......................] - ETA: 4s - loss: 10.4642 - mean_absolute_error: 2.45941235/4840 [======>.......................] - ETA: 3s - loss: 10.4426 - mean_absolute_error: 2.45641283/4840 [======>.......................] - ETA: 3s - loss: 10.4466 - mean_absolute_error: 2.45631329/4840 [=======>......................] - ETA: 3s - loss: 10.4611 - mean_absolute_error: 2.45841374/4840 [=======>......................] - ETA: 3s - loss: 10.4494 - mean_absolute_error: 2.45701420/4840 [=======>......................] - ETA: 3s - loss: 10.4518 - mean_absolute_error: 2.45751466/4840 [========>.....................] - ETA: 3s - loss: 10.4438 - mean_absolute_error: 2.45601511/4840 [========>.....................] - ETA: 3s - loss: 10.4430 - mean_absolute_error: 2.45611558/4840 [========>.....................] - ETA: 3s - loss: 10.4342 - mean_absolute_error: 2.45571604/4840 [========>.....................] - ETA: 3s - loss: 10.4607 - mean_absolute_error: 2.45811650/4840 [=========>....................] - ETA: 3s - loss: 10.4686 - mean_absolute_error: 2.45991697/4840 [=========>....................] - ETA: 3s - loss: 10.4611 - mean_absolute_error: 2.45821742/4840 [=========>....................] - ETA: 3s - loss: 10.4682 - mean_absolute_error: 2.45961788/4840 [==========>...................] - ETA: 3s - loss: 10.4621 - mean_absolute_error: 2.45861834/4840 [==========>...................] - ETA: 3s - loss: 10.4518 - mean_absolute_error: 2.45751879/4840 [==========>...................] - ETA: 3s - loss: 10.4595 - mean_absolute_error: 2.45851925/4840 [==========>...................] - ETA: 3s - loss: 10.4657 - mean_absolute_error: 2.46021970/4840 [===========>..................] - ETA: 3s - loss: 10.4762 - mean_absolute_error: 2.46092016/4840 [===========>..................] - ETA: 3s - loss: 10.4947 - mean_absolute_error: 2.46332062/4840 [===========>..................] - ETA: 3s - loss: 10.4984 - mean_absolute_error: 2.46392108/4840 [============>.................] - ETA: 3s - loss: 10.4973 - mean_absolute_error: 2.46342153/4840 [============>.................] - ETA: 2s - loss: 10.4974 - mean_absolute_error: 2.46372199/4840 [============>.................] - ETA: 2s - loss: 10.4828 - mean_absolute_error: 2.46182245/4840 [============>.................] - ETA: 2s - loss: 10.4784 - mean_absolute_error: 2.46092292/4840 [=============>................] - ETA: 2s - loss: 10.4963 - mean_absolute_error: 2.46342338/4840 [=============>................] - ETA: 2s - loss: 10.5035 - mean_absolute_error: 2.46432385/4840 [=============>................] - ETA: 2s - loss: 10.5145 - mean_absolute_error: 2.46542430/4840 [==============>...............] - ETA: 2s - loss: 10.5327 - mean_absolute_error: 2.46762477/4840 [==============>...............] - ETA: 2s - loss: 10.5433 - mean_absolute_error: 2.46872524/4840 [==============>...............] - ETA: 2s - loss: 10.5416 - mean_absolute_error: 2.46832570/4840 [==============>...............] - ETA: 2s - loss: 10.5332 - mean_absolute_error: 2.46682613/4840 [===============>..............] - ETA: 2s - loss: 10.5267 - mean_absolute_error: 2.46592660/4840 [===============>..............] - ETA: 2s - loss: 10.5181 - mean_absolute_error: 2.46482705/4840 [===============>..............] - ETA: 2s - loss: 10.5126 - mean_absolute_error: 2.46412750/4840 [================>.............] - ETA: 2s - loss: 10.5037 - mean_absolute_error: 2.46312795/4840 [================>.............] - ETA: 2s - loss: 10.5006 - mean_absolute_error: 2.46252841/4840 [================>.............] - ETA: 2s - loss: 10.5032 - mean_absolute_error: 2.46292888/4840 [================>.............] - ETA: 2s - loss: 10.4967 - mean_absolute_error: 2.46212934/4840 [=================>............] - ETA: 2s - loss: 10.4891 - mean_absolute_error: 2.46052980/4840 [=================>............] - ETA: 2s - loss: 10.4854 - mean_absolute_error: 2.46013027/4840 [=================>............] - ETA: 2s - loss: 10.4861 - mean_absolute_error: 2.46033072/4840 [==================>...........] - ETA: 1s - loss: 10.4804 - mean_absolute_error: 2.45983118/4840 [==================>...........] - ETA: 1s - loss: 10.4759 - mean_absolute_error: 2.45913165/4840 [==================>...........] - ETA: 1s - loss: 10.4826 - mean_absolute_error: 2.46013211/4840 [==================>...........] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45933256/4840 [===================>..........] - ETA: 1s - loss: 10.4888 - mean_absolute_error: 2.46063300/4840 [===================>..........] - ETA: 1s - loss: 10.4881 - mean_absolute_error: 2.46063345/4840 [===================>..........] - ETA: 1s - loss: 10.4874 - mean_absolute_error: 2.46093390/4840 [====================>.........] - ETA: 1s - loss: 10.4940 - mean_absolute_error: 2.46193436/4840 [====================>.........] - ETA: 1s - loss: 10.4933 - mean_absolute_error: 2.46183483/4840 [====================>.........] - ETA: 1s - loss: 10.4974 - mean_absolute_error: 2.46223527/4840 [====================>.........] - ETA: 1s - loss: 10.4929 - mean_absolute_error: 2.46163573/4840 [=====================>........] - ETA: 1s - loss: 10.4883 - mean_absolute_error: 2.46103619/4840 [=====================>........] - ETA: 1s - loss: 10.4808 - mean_absolute_error: 2.45983666/4840 [=====================>........] - ETA: 1s - loss: 10.4715 - mean_absolute_error: 2.45883712/4840 [======================>.......] - ETA: 1s - loss: 10.4777 - mean_absolute_error: 2.45913756/4840 [======================>.......] - ETA: 1s - loss: 10.4761 - mean_absolute_error: 2.45883803/4840 [======================>.......] - ETA: 1s - loss: 10.4744 - mean_absolute_error: 2.45883849/4840 [======================>.......] - ETA: 1s - loss: 10.4640 - mean_absolute_error: 2.45733895/4840 [=======================>......] - ETA: 1s - loss: 10.4632 - mean_absolute_error: 2.45713940/4840 [=======================>......] - ETA: 0s - loss: 10.4571 - mean_absolute_error: 2.45633986/4840 [=======================>......] - ETA: 0s - loss: 10.4627 - mean_absolute_error: 2.45694031/4840 [=======================>......] - ETA: 0s - loss: 10.4657 - mean_absolute_error: 2.45724077/4840 [========================>.....] - ETA: 0s - loss: 10.4573 - mean_absolute_error: 2.45604122/4840 [========================>.....] - ETA: 0s - loss: 10.4560 - mean_absolute_error: 2.45604167/4840 [========================>.....] - ETA: 0s - loss: 10.4631 - mean_absolute_error: 2.45694213/4840 [=========================>....] - ETA: 0s - loss: 10.4666 - mean_absolute_error: 2.45774259/4840 [=========================>....] - ETA: 0s - loss: 10.4728 - mean_absolute_error: 2.45874304/4840 [=========================>....] - ETA: 0s - loss: 10.4762 - mean_absolute_error: 2.45924350/4840 [=========================>....] - ETA: 0s - loss: 10.4794 - mean_absolute_error: 2.45984397/4840 [==========================>...] - ETA: 0s - loss: 10.4788 - mean_absolute_error: 2.45984442/4840 [==========================>...] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.46064487/4840 [==========================>...] - ETA: 0s - loss: 10.4884 - mean_absolute_error: 2.46094532/4840 [===========================>..] - ETA: 0s - loss: 10.4865 - mean_absolute_error: 2.46084577/4840 [===========================>..] - ETA: 0s - loss: 10.4969 - mean_absolute_error: 2.46214623/4840 [===========================>..] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46304668/4840 [===========================>..] - ETA: 0s - loss: 10.5069 - mean_absolute_error: 2.46364713/4840 [============================>.] - ETA: 0s - loss: 10.5109 - mean_absolute_error: 2.46434759/4840 [============================>.] - ETA: 0s - loss: 10.5094 - mean_absolute_error: 2.46414804/4840 [============================>.] - ETA: 0s - loss: 10.5122 - mean_absolute_error: 2.46444840/4840 [==============================] - 6s 1ms/step - loss: 10.5150 - mean_absolute_error: 2.4646 - val_loss: 11.4741 - val_mean_absolute_error: 2.5806
Epoch 33/100
   1/4840 [..............................] - ETA: 4s - loss: 5.4256 - mean_absolute_error: 1.8158  45/4840 [..............................] - ETA: 5s - loss: 10.2332 - mean_absolute_error: 2.4632  90/4840 [..............................] - ETA: 5s - loss: 10.3556 - mean_absolute_error: 2.4613 135/4840 [..............................] - ETA: 5s - loss: 10.4590 - mean_absolute_error: 2.4578 180/4840 [>.............................] - ETA: 5s - loss: 10.4796 - mean_absolute_error: 2.4560 228/4840 [>.............................] - ETA: 5s - loss: 10.3059 - mean_absolute_error: 2.4381 272/4840 [>.............................] - ETA: 5s - loss: 10.3212 - mean_absolute_error: 2.4387 318/4840 [>.............................] - ETA: 5s - loss: 10.4530 - mean_absolute_error: 2.4556 364/4840 [=>............................] - ETA: 4s - loss: 10.4050 - mean_absolute_error: 2.4494 411/4840 [=>............................] - ETA: 4s - loss: 10.4621 - mean_absolute_error: 2.4595 457/4840 [=>............................] - ETA: 4s - loss: 10.4150 - mean_absolute_error: 2.4527 503/4840 [==>...........................] - ETA: 4s - loss: 10.3821 - mean_absolute_error: 2.4492 549/4840 [==>...........................] - ETA: 4s - loss: 10.4199 - mean_absolute_error: 2.4547 595/4840 [==>...........................] - ETA: 4s - loss: 10.4297 - mean_absolute_error: 2.4543 641/4840 [==>...........................] - ETA: 4s - loss: 10.4163 - mean_absolute_error: 2.4504 687/4840 [===>..........................] - ETA: 4s - loss: 10.4134 - mean_absolute_error: 2.4507 733/4840 [===>..........................] - ETA: 4s - loss: 10.4219 - mean_absolute_error: 2.4512 780/4840 [===>..........................] - ETA: 4s - loss: 10.3916 - mean_absolute_error: 2.4464 827/4840 [====>.........................] - ETA: 4s - loss: 10.3499 - mean_absolute_error: 2.4393 873/4840 [====>.........................] - ETA: 4s - loss: 10.3345 - mean_absolute_error: 2.4374 919/4840 [====>.........................] - ETA: 4s - loss: 10.3384 - mean_absolute_error: 2.4389 966/4840 [====>.........................] - ETA: 4s - loss: 10.3406 - mean_absolute_error: 2.43771012/4840 [=====>........................] - ETA: 4s - loss: 10.3296 - mean_absolute_error: 2.43651057/4840 [=====>........................] - ETA: 4s - loss: 10.3169 - mean_absolute_error: 2.43441102/4840 [=====>........................] - ETA: 4s - loss: 10.3150 - mean_absolute_error: 2.43501148/4840 [======>.......................] - ETA: 4s - loss: 10.3376 - mean_absolute_error: 2.43871191/4840 [======>.......................] - ETA: 4s - loss: 10.3321 - mean_absolute_error: 2.43821237/4840 [======>.......................] - ETA: 3s - loss: 10.3214 - mean_absolute_error: 2.43741282/4840 [======>.......................] - ETA: 3s - loss: 10.3043 - mean_absolute_error: 2.43461327/4840 [=======>......................] - ETA: 3s - loss: 10.3048 - mean_absolute_error: 2.43471373/4840 [=======>......................] - ETA: 3s - loss: 10.3114 - mean_absolute_error: 2.43561419/4840 [=======>......................] - ETA: 3s - loss: 10.3306 - mean_absolute_error: 2.43741465/4840 [========>.....................] - ETA: 3s - loss: 10.3284 - mean_absolute_error: 2.43851512/4840 [========>.....................] - ETA: 3s - loss: 10.3397 - mean_absolute_error: 2.44061557/4840 [========>.....................] - ETA: 3s - loss: 10.3552 - mean_absolute_error: 2.44311603/4840 [========>.....................] - ETA: 3s - loss: 10.3611 - mean_absolute_error: 2.44371649/4840 [=========>....................] - ETA: 3s - loss: 10.3733 - mean_absolute_error: 2.44611694/4840 [=========>....................] - ETA: 3s - loss: 10.3699 - mean_absolute_error: 2.44541740/4840 [=========>....................] - ETA: 3s - loss: 10.3914 - mean_absolute_error: 2.44721786/4840 [==========>...................] - ETA: 3s - loss: 10.4262 - mean_absolute_error: 2.45231831/4840 [==========>...................] - ETA: 3s - loss: 10.4317 - mean_absolute_error: 2.45271877/4840 [==========>...................] - ETA: 3s - loss: 10.4349 - mean_absolute_error: 2.45301921/4840 [==========>...................] - ETA: 3s - loss: 10.4383 - mean_absolute_error: 2.45271967/4840 [===========>..................] - ETA: 3s - loss: 10.4560 - mean_absolute_error: 2.45492013/4840 [===========>..................] - ETA: 3s - loss: 10.4526 - mean_absolute_error: 2.45512059/4840 [===========>..................] - ETA: 3s - loss: 10.4591 - mean_absolute_error: 2.45632105/4840 [============>.................] - ETA: 3s - loss: 10.4634 - mean_absolute_error: 2.45762149/4840 [============>.................] - ETA: 2s - loss: 10.4712 - mean_absolute_error: 2.45832195/4840 [============>.................] - ETA: 2s - loss: 10.4691 - mean_absolute_error: 2.45802241/4840 [============>.................] - ETA: 2s - loss: 10.4742 - mean_absolute_error: 2.45832287/4840 [=============>................] - ETA: 2s - loss: 10.4852 - mean_absolute_error: 2.45942334/4840 [=============>................] - ETA: 2s - loss: 10.4796 - mean_absolute_error: 2.45822379/4840 [=============>................] - ETA: 2s - loss: 10.4696 - mean_absolute_error: 2.45642425/4840 [==============>...............] - ETA: 2s - loss: 10.4679 - mean_absolute_error: 2.45632471/4840 [==============>...............] - ETA: 2s - loss: 10.4475 - mean_absolute_error: 2.45392517/4840 [==============>...............] - ETA: 2s - loss: 10.4399 - mean_absolute_error: 2.45242563/4840 [==============>...............] - ETA: 2s - loss: 10.4529 - mean_absolute_error: 2.45402610/4840 [===============>..............] - ETA: 2s - loss: 10.4435 - mean_absolute_error: 2.45282657/4840 [===============>..............] - ETA: 2s - loss: 10.4434 - mean_absolute_error: 2.45312703/4840 [===============>..............] - ETA: 2s - loss: 10.4465 - mean_absolute_error: 2.45372750/4840 [================>.............] - ETA: 2s - loss: 10.4424 - mean_absolute_error: 2.45332795/4840 [================>.............] - ETA: 2s - loss: 10.4479 - mean_absolute_error: 2.45382841/4840 [================>.............] - ETA: 2s - loss: 10.4428 - mean_absolute_error: 2.45432887/4840 [================>.............] - ETA: 2s - loss: 10.4391 - mean_absolute_error: 2.45402933/4840 [=================>............] - ETA: 2s - loss: 10.4340 - mean_absolute_error: 2.45312980/4840 [=================>............] - ETA: 2s - loss: 10.4321 - mean_absolute_error: 2.45303025/4840 [=================>............] - ETA: 2s - loss: 10.4394 - mean_absolute_error: 2.45383069/4840 [==================>...........] - ETA: 1s - loss: 10.4412 - mean_absolute_error: 2.45403114/4840 [==================>...........] - ETA: 1s - loss: 10.4437 - mean_absolute_error: 2.45423161/4840 [==================>...........] - ETA: 1s - loss: 10.4557 - mean_absolute_error: 2.45563209/4840 [==================>...........] - ETA: 1s - loss: 10.4531 - mean_absolute_error: 2.45563255/4840 [===================>..........] - ETA: 1s - loss: 10.4651 - mean_absolute_error: 2.45713301/4840 [===================>..........] - ETA: 1s - loss: 10.4648 - mean_absolute_error: 2.45683347/4840 [===================>..........] - ETA: 1s - loss: 10.4707 - mean_absolute_error: 2.45763394/4840 [====================>.........] - ETA: 1s - loss: 10.4742 - mean_absolute_error: 2.45813439/4840 [====================>.........] - ETA: 1s - loss: 10.4750 - mean_absolute_error: 2.45803484/4840 [====================>.........] - ETA: 1s - loss: 10.4630 - mean_absolute_error: 2.45673529/4840 [====================>.........] - ETA: 1s - loss: 10.4627 - mean_absolute_error: 2.45683576/4840 [=====================>........] - ETA: 1s - loss: 10.4653 - mean_absolute_error: 2.45753622/4840 [=====================>........] - ETA: 1s - loss: 10.4623 - mean_absolute_error: 2.45773668/4840 [=====================>........] - ETA: 1s - loss: 10.4648 - mean_absolute_error: 2.45793714/4840 [======================>.......] - ETA: 1s - loss: 10.4551 - mean_absolute_error: 2.45713758/4840 [======================>.......] - ETA: 1s - loss: 10.4633 - mean_absolute_error: 2.45833804/4840 [======================>.......] - ETA: 1s - loss: 10.4658 - mean_absolute_error: 2.45873849/4840 [======================>.......] - ETA: 1s - loss: 10.4673 - mean_absolute_error: 2.45903895/4840 [=======================>......] - ETA: 1s - loss: 10.4689 - mean_absolute_error: 2.45893940/4840 [=======================>......] - ETA: 0s - loss: 10.4679 - mean_absolute_error: 2.45873984/4840 [=======================>......] - ETA: 0s - loss: 10.4699 - mean_absolute_error: 2.45954030/4840 [=======================>......] - ETA: 0s - loss: 10.4760 - mean_absolute_error: 2.46004077/4840 [========================>.....] - ETA: 0s - loss: 10.4791 - mean_absolute_error: 2.46074123/4840 [========================>.....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.46084169/4840 [========================>.....] - ETA: 0s - loss: 10.4887 - mean_absolute_error: 2.46174215/4840 [=========================>....] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.46254260/4840 [=========================>....] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.46294307/4840 [=========================>....] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.46234352/4840 [=========================>....] - ETA: 0s - loss: 10.4957 - mean_absolute_error: 2.46244397/4840 [==========================>...] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46224443/4840 [==========================>...] - ETA: 0s - loss: 10.5017 - mean_absolute_error: 2.46324487/4840 [==========================>...] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46374532/4840 [===========================>..] - ETA: 0s - loss: 10.4987 - mean_absolute_error: 2.46274578/4840 [===========================>..] - ETA: 0s - loss: 10.5017 - mean_absolute_error: 2.46324623/4840 [===========================>..] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46324669/4840 [===========================>..] - ETA: 0s - loss: 10.5079 - mean_absolute_error: 2.46374713/4840 [============================>.] - ETA: 0s - loss: 10.5121 - mean_absolute_error: 2.46424760/4840 [============================>.] - ETA: 0s - loss: 10.5114 - mean_absolute_error: 2.46424805/4840 [============================>.] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46404840/4840 [==============================] - 6s 1ms/step - loss: 10.5130 - mean_absolute_error: 2.4644 - val_loss: 11.4751 - val_mean_absolute_error: 2.5811
Epoch 34/100
   1/4840 [..............................] - ETA: 9s - loss: 6.7106 - mean_absolute_error: 2.0705  47/4840 [..............................] - ETA: 5s - loss: 9.8550 - mean_absolute_error: 2.3797  93/4840 [..............................] - ETA: 5s - loss: 10.3797 - mean_absolute_error: 2.4563 138/4840 [..............................] - ETA: 5s - loss: 10.6044 - mean_absolute_error: 2.4737 181/4840 [>.............................] - ETA: 5s - loss: 10.3843 - mean_absolute_error: 2.4573 228/4840 [>.............................] - ETA: 5s - loss: 10.4286 - mean_absolute_error: 2.4629 274/4840 [>.............................] - ETA: 5s - loss: 10.4635 - mean_absolute_error: 2.4662 320/4840 [>.............................] - ETA: 4s - loss: 10.3729 - mean_absolute_error: 2.4583 366/4840 [=>............................] - ETA: 4s - loss: 10.4031 - mean_absolute_error: 2.4592 412/4840 [=>............................] - ETA: 4s - loss: 10.4302 - mean_absolute_error: 2.4612 458/4840 [=>............................] - ETA: 4s - loss: 10.4591 - mean_absolute_error: 2.4602 503/4840 [==>...........................] - ETA: 4s - loss: 10.4473 - mean_absolute_error: 2.4597 550/4840 [==>...........................] - ETA: 4s - loss: 10.4546 - mean_absolute_error: 2.4586 596/4840 [==>...........................] - ETA: 4s - loss: 10.4677 - mean_absolute_error: 2.4612 643/4840 [==>...........................] - ETA: 4s - loss: 10.4263 - mean_absolute_error: 2.4569 689/4840 [===>..........................] - ETA: 4s - loss: 10.4313 - mean_absolute_error: 2.4568 732/4840 [===>..........................] - ETA: 4s - loss: 10.4204 - mean_absolute_error: 2.4552 778/4840 [===>..........................] - ETA: 4s - loss: 10.3851 - mean_absolute_error: 2.4516 823/4840 [====>.........................] - ETA: 4s - loss: 10.3336 - mean_absolute_error: 2.4453 869/4840 [====>.........................] - ETA: 4s - loss: 10.3675 - mean_absolute_error: 2.4499 914/4840 [====>.........................] - ETA: 4s - loss: 10.3765 - mean_absolute_error: 2.4515 960/4840 [====>.........................] - ETA: 4s - loss: 10.3713 - mean_absolute_error: 2.45021005/4840 [=====>........................] - ETA: 4s - loss: 10.3752 - mean_absolute_error: 2.44941052/4840 [=====>........................] - ETA: 4s - loss: 10.3591 - mean_absolute_error: 2.44821097/4840 [=====>........................] - ETA: 4s - loss: 10.3521 - mean_absolute_error: 2.44781143/4840 [======>.......................] - ETA: 4s - loss: 10.4015 - mean_absolute_error: 2.45381189/4840 [======>.......................] - ETA: 4s - loss: 10.4398 - mean_absolute_error: 2.45751235/4840 [======>.......................] - ETA: 3s - loss: 10.4149 - mean_absolute_error: 2.45301282/4840 [======>.......................] - ETA: 3s - loss: 10.4217 - mean_absolute_error: 2.45271327/4840 [=======>......................] - ETA: 3s - loss: 10.4255 - mean_absolute_error: 2.45351374/4840 [=======>......................] - ETA: 3s - loss: 10.4415 - mean_absolute_error: 2.45451419/4840 [=======>......................] - ETA: 3s - loss: 10.4572 - mean_absolute_error: 2.45631465/4840 [========>.....................] - ETA: 3s - loss: 10.4533 - mean_absolute_error: 2.45551510/4840 [========>.....................] - ETA: 3s - loss: 10.4443 - mean_absolute_error: 2.45461556/4840 [========>.....................] - ETA: 3s - loss: 10.4577 - mean_absolute_error: 2.45641603/4840 [========>.....................] - ETA: 3s - loss: 10.4487 - mean_absolute_error: 2.45501645/4840 [=========>....................] - ETA: 3s - loss: 10.4272 - mean_absolute_error: 2.45171691/4840 [=========>....................] - ETA: 3s - loss: 10.4165 - mean_absolute_error: 2.45081737/4840 [=========>....................] - ETA: 3s - loss: 10.4136 - mean_absolute_error: 2.45071784/4840 [==========>...................] - ETA: 3s - loss: 10.4291 - mean_absolute_error: 2.45291829/4840 [==========>...................] - ETA: 3s - loss: 10.4227 - mean_absolute_error: 2.45201876/4840 [==========>...................] - ETA: 3s - loss: 10.4421 - mean_absolute_error: 2.45601922/4840 [==========>...................] - ETA: 3s - loss: 10.4485 - mean_absolute_error: 2.45701968/4840 [===========>..................] - ETA: 3s - loss: 10.4547 - mean_absolute_error: 2.45842014/4840 [===========>..................] - ETA: 3s - loss: 10.4709 - mean_absolute_error: 2.45992060/4840 [===========>..................] - ETA: 3s - loss: 10.4672 - mean_absolute_error: 2.45932107/4840 [============>.................] - ETA: 3s - loss: 10.4673 - mean_absolute_error: 2.45892154/4840 [============>.................] - ETA: 2s - loss: 10.4714 - mean_absolute_error: 2.45922200/4840 [============>.................] - ETA: 2s - loss: 10.4724 - mean_absolute_error: 2.45922247/4840 [============>.................] - ETA: 2s - loss: 10.4636 - mean_absolute_error: 2.45812293/4840 [=============>................] - ETA: 2s - loss: 10.4653 - mean_absolute_error: 2.45872338/4840 [=============>................] - ETA: 2s - loss: 10.4673 - mean_absolute_error: 2.45842385/4840 [=============>................] - ETA: 2s - loss: 10.4705 - mean_absolute_error: 2.45922431/4840 [==============>...............] - ETA: 2s - loss: 10.4680 - mean_absolute_error: 2.45912478/4840 [==============>...............] - ETA: 2s - loss: 10.4645 - mean_absolute_error: 2.45912525/4840 [==============>...............] - ETA: 2s - loss: 10.4708 - mean_absolute_error: 2.45962571/4840 [==============>...............] - ETA: 2s - loss: 10.4561 - mean_absolute_error: 2.45772617/4840 [===============>..............] - ETA: 2s - loss: 10.4687 - mean_absolute_error: 2.45962663/4840 [===============>..............] - ETA: 2s - loss: 10.4751 - mean_absolute_error: 2.46032709/4840 [===============>..............] - ETA: 2s - loss: 10.4739 - mean_absolute_error: 2.46022755/4840 [================>.............] - ETA: 2s - loss: 10.4721 - mean_absolute_error: 2.45982800/4840 [================>.............] - ETA: 2s - loss: 10.4701 - mean_absolute_error: 2.45962846/4840 [================>.............] - ETA: 2s - loss: 10.4742 - mean_absolute_error: 2.46072890/4840 [================>.............] - ETA: 2s - loss: 10.4792 - mean_absolute_error: 2.46132936/4840 [=================>............] - ETA: 2s - loss: 10.4882 - mean_absolute_error: 2.46282983/4840 [=================>............] - ETA: 2s - loss: 10.4775 - mean_absolute_error: 2.46143029/4840 [=================>............] - ETA: 2s - loss: 10.4787 - mean_absolute_error: 2.46183076/4840 [==================>...........] - ETA: 1s - loss: 10.4865 - mean_absolute_error: 2.46273122/4840 [==================>...........] - ETA: 1s - loss: 10.4714 - mean_absolute_error: 2.46053169/4840 [==================>...........] - ETA: 1s - loss: 10.4664 - mean_absolute_error: 2.45983215/4840 [==================>...........] - ETA: 1s - loss: 10.4801 - mean_absolute_error: 2.46143261/4840 [===================>..........] - ETA: 1s - loss: 10.4844 - mean_absolute_error: 2.46163306/4840 [===================>..........] - ETA: 1s - loss: 10.4887 - mean_absolute_error: 2.46203353/4840 [===================>..........] - ETA: 1s - loss: 10.4864 - mean_absolute_error: 2.46173399/4840 [====================>.........] - ETA: 1s - loss: 10.4853 - mean_absolute_error: 2.46103443/4840 [====================>.........] - ETA: 1s - loss: 10.4833 - mean_absolute_error: 2.46063486/4840 [====================>.........] - ETA: 1s - loss: 10.4804 - mean_absolute_error: 2.46063531/4840 [====================>.........] - ETA: 1s - loss: 10.4825 - mean_absolute_error: 2.46093577/4840 [=====================>........] - ETA: 1s - loss: 10.4907 - mean_absolute_error: 2.46233623/4840 [=====================>........] - ETA: 1s - loss: 10.4864 - mean_absolute_error: 2.46143669/4840 [=====================>........] - ETA: 1s - loss: 10.4962 - mean_absolute_error: 2.46293715/4840 [======================>.......] - ETA: 1s - loss: 10.4867 - mean_absolute_error: 2.46153762/4840 [======================>.......] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.46193808/4840 [======================>.......] - ETA: 1s - loss: 10.5018 - mean_absolute_error: 2.46343854/4840 [======================>.......] - ETA: 1s - loss: 10.5030 - mean_absolute_error: 2.46353899/4840 [=======================>......] - ETA: 1s - loss: 10.5115 - mean_absolute_error: 2.46453945/4840 [=======================>......] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46393992/4840 [=======================>......] - ETA: 0s - loss: 10.5091 - mean_absolute_error: 2.46444039/4840 [========================>.....] - ETA: 0s - loss: 10.5219 - mean_absolute_error: 2.46614086/4840 [========================>.....] - ETA: 0s - loss: 10.5189 - mean_absolute_error: 2.46574132/4840 [========================>.....] - ETA: 0s - loss: 10.5233 - mean_absolute_error: 2.46624178/4840 [========================>.....] - ETA: 0s - loss: 10.5231 - mean_absolute_error: 2.46614221/4840 [=========================>....] - ETA: 0s - loss: 10.5269 - mean_absolute_error: 2.46634267/4840 [=========================>....] - ETA: 0s - loss: 10.5188 - mean_absolute_error: 2.46544313/4840 [=========================>....] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46374360/4840 [==========================>...] - ETA: 0s - loss: 10.5138 - mean_absolute_error: 2.46454406/4840 [==========================>...] - ETA: 0s - loss: 10.5169 - mean_absolute_error: 2.46494451/4840 [==========================>...] - ETA: 0s - loss: 10.5218 - mean_absolute_error: 2.46564497/4840 [==========================>...] - ETA: 0s - loss: 10.5202 - mean_absolute_error: 2.46544543/4840 [===========================>..] - ETA: 0s - loss: 10.5180 - mean_absolute_error: 2.46514588/4840 [===========================>..] - ETA: 0s - loss: 10.5200 - mean_absolute_error: 2.46544634/4840 [===========================>..] - ETA: 0s - loss: 10.5204 - mean_absolute_error: 2.46554680/4840 [============================>.] - ETA: 0s - loss: 10.5174 - mean_absolute_error: 2.46504724/4840 [============================>.] - ETA: 0s - loss: 10.5123 - mean_absolute_error: 2.46444769/4840 [============================>.] - ETA: 0s - loss: 10.5135 - mean_absolute_error: 2.46464815/4840 [============================>.] - ETA: 0s - loss: 10.5146 - mean_absolute_error: 2.46474840/4840 [==============================] - 6s 1ms/step - loss: 10.5109 - mean_absolute_error: 2.4643 - val_loss: 11.4739 - val_mean_absolute_error: 2.5816
Epoch 35/100
   1/4840 [..............................] - ETA: 7s - loss: 9.6052 - mean_absolute_error: 2.1555  46/4840 [..............................] - ETA: 5s - loss: 9.9596 - mean_absolute_error: 2.3839  90/4840 [..............................] - ETA: 5s - loss: 10.5029 - mean_absolute_error: 2.4654 136/4840 [..............................] - ETA: 5s - loss: 10.4241 - mean_absolute_error: 2.4600 183/4840 [>.............................] - ETA: 5s - loss: 10.3924 - mean_absolute_error: 2.4552 228/4840 [>.............................] - ETA: 5s - loss: 10.3577 - mean_absolute_error: 2.4487 273/4840 [>.............................] - ETA: 5s - loss: 10.2777 - mean_absolute_error: 2.4389 321/4840 [>.............................] - ETA: 5s - loss: 10.3431 - mean_absolute_error: 2.4451 367/4840 [=>............................] - ETA: 4s - loss: 10.3517 - mean_absolute_error: 2.4447 413/4840 [=>............................] - ETA: 4s - loss: 10.3458 - mean_absolute_error: 2.4449 459/4840 [=>............................] - ETA: 4s - loss: 10.2700 - mean_absolute_error: 2.4335 503/4840 [==>...........................] - ETA: 4s - loss: 10.2754 - mean_absolute_error: 2.4364 551/4840 [==>...........................] - ETA: 4s - loss: 10.2490 - mean_absolute_error: 2.4326 596/4840 [==>...........................] - ETA: 4s - loss: 10.2747 - mean_absolute_error: 2.4375 641/4840 [==>...........................] - ETA: 4s - loss: 10.2950 - mean_absolute_error: 2.4407 686/4840 [===>..........................] - ETA: 4s - loss: 10.3273 - mean_absolute_error: 2.4448 732/4840 [===>..........................] - ETA: 4s - loss: 10.3202 - mean_absolute_error: 2.4429 778/4840 [===>..........................] - ETA: 4s - loss: 10.3381 - mean_absolute_error: 2.4459 824/4840 [====>.........................] - ETA: 4s - loss: 10.3536 - mean_absolute_error: 2.4478 870/4840 [====>.........................] - ETA: 4s - loss: 10.3854 - mean_absolute_error: 2.4529 917/4840 [====>.........................] - ETA: 4s - loss: 10.4090 - mean_absolute_error: 2.4538 963/4840 [====>.........................] - ETA: 4s - loss: 10.4017 - mean_absolute_error: 2.45211010/4840 [=====>........................] - ETA: 4s - loss: 10.3858 - mean_absolute_error: 2.45001054/4840 [=====>........................] - ETA: 4s - loss: 10.4117 - mean_absolute_error: 2.45261101/4840 [=====>........................] - ETA: 4s - loss: 10.4210 - mean_absolute_error: 2.45281148/4840 [======>.......................] - ETA: 4s - loss: 10.4137 - mean_absolute_error: 2.45251192/4840 [======>.......................] - ETA: 4s - loss: 10.4042 - mean_absolute_error: 2.45171238/4840 [======>.......................] - ETA: 3s - loss: 10.4118 - mean_absolute_error: 2.45321284/4840 [======>.......................] - ETA: 3s - loss: 10.4232 - mean_absolute_error: 2.45441329/4840 [=======>......................] - ETA: 3s - loss: 10.4463 - mean_absolute_error: 2.45741375/4840 [=======>......................] - ETA: 3s - loss: 10.4528 - mean_absolute_error: 2.45871420/4840 [=======>......................] - ETA: 3s - loss: 10.4535 - mean_absolute_error: 2.45881465/4840 [========>.....................] - ETA: 3s - loss: 10.4639 - mean_absolute_error: 2.46041513/4840 [========>.....................] - ETA: 3s - loss: 10.4706 - mean_absolute_error: 2.46081560/4840 [========>.....................] - ETA: 3s - loss: 10.4717 - mean_absolute_error: 2.46051606/4840 [========>.....................] - ETA: 3s - loss: 10.4724 - mean_absolute_error: 2.46081653/4840 [=========>....................] - ETA: 3s - loss: 10.4640 - mean_absolute_error: 2.46021699/4840 [=========>....................] - ETA: 3s - loss: 10.4634 - mean_absolute_error: 2.46011744/4840 [=========>....................] - ETA: 3s - loss: 10.4852 - mean_absolute_error: 2.46231790/4840 [==========>...................] - ETA: 3s - loss: 10.4777 - mean_absolute_error: 2.46251835/4840 [==========>...................] - ETA: 3s - loss: 10.4893 - mean_absolute_error: 2.46441880/4840 [==========>...................] - ETA: 3s - loss: 10.4909 - mean_absolute_error: 2.46451925/4840 [==========>...................] - ETA: 3s - loss: 10.5046 - mean_absolute_error: 2.46591972/4840 [===========>..................] - ETA: 3s - loss: 10.4942 - mean_absolute_error: 2.46452015/4840 [===========>..................] - ETA: 3s - loss: 10.5086 - mean_absolute_error: 2.46722060/4840 [===========>..................] - ETA: 3s - loss: 10.4968 - mean_absolute_error: 2.46542105/4840 [============>.................] - ETA: 3s - loss: 10.4848 - mean_absolute_error: 2.46402149/4840 [============>.................] - ETA: 2s - loss: 10.4948 - mean_absolute_error: 2.46532195/4840 [============>.................] - ETA: 2s - loss: 10.4804 - mean_absolute_error: 2.46372241/4840 [============>.................] - ETA: 2s - loss: 10.4982 - mean_absolute_error: 2.46612286/4840 [=============>................] - ETA: 2s - loss: 10.4837 - mean_absolute_error: 2.46402333/4840 [=============>................] - ETA: 2s - loss: 10.4783 - mean_absolute_error: 2.46332378/4840 [=============>................] - ETA: 2s - loss: 10.4821 - mean_absolute_error: 2.46462425/4840 [==============>...............] - ETA: 2s - loss: 10.4881 - mean_absolute_error: 2.46562472/4840 [==============>...............] - ETA: 2s - loss: 10.4929 - mean_absolute_error: 2.46642517/4840 [==============>...............] - ETA: 2s - loss: 10.4895 - mean_absolute_error: 2.46662563/4840 [==============>...............] - ETA: 2s - loss: 10.4934 - mean_absolute_error: 2.46722609/4840 [===============>..............] - ETA: 2s - loss: 10.4919 - mean_absolute_error: 2.46692654/4840 [===============>..............] - ETA: 2s - loss: 10.4889 - mean_absolute_error: 2.46632699/4840 [===============>..............] - ETA: 2s - loss: 10.4933 - mean_absolute_error: 2.46682745/4840 [================>.............] - ETA: 2s - loss: 10.4927 - mean_absolute_error: 2.46632791/4840 [================>.............] - ETA: 2s - loss: 10.4930 - mean_absolute_error: 2.46632836/4840 [================>.............] - ETA: 2s - loss: 10.4944 - mean_absolute_error: 2.46632883/4840 [================>.............] - ETA: 2s - loss: 10.4936 - mean_absolute_error: 2.46602929/4840 [=================>............] - ETA: 2s - loss: 10.4984 - mean_absolute_error: 2.46642974/4840 [=================>............] - ETA: 2s - loss: 10.5002 - mean_absolute_error: 2.46673018/4840 [=================>............] - ETA: 2s - loss: 10.4930 - mean_absolute_error: 2.46573065/4840 [=================>............] - ETA: 1s - loss: 10.4920 - mean_absolute_error: 2.46583112/4840 [==================>...........] - ETA: 1s - loss: 10.4950 - mean_absolute_error: 2.46633157/4840 [==================>...........] - ETA: 1s - loss: 10.4986 - mean_absolute_error: 2.46623202/4840 [==================>...........] - ETA: 1s - loss: 10.5002 - mean_absolute_error: 2.46663248/4840 [===================>..........] - ETA: 1s - loss: 10.4926 - mean_absolute_error: 2.46523296/4840 [===================>..........] - ETA: 1s - loss: 10.4972 - mean_absolute_error: 2.46583342/4840 [===================>..........] - ETA: 1s - loss: 10.4896 - mean_absolute_error: 2.46503387/4840 [===================>..........] - ETA: 1s - loss: 10.4804 - mean_absolute_error: 2.46373433/4840 [====================>.........] - ETA: 1s - loss: 10.4760 - mean_absolute_error: 2.46303479/4840 [====================>.........] - ETA: 1s - loss: 10.4878 - mean_absolute_error: 2.46443524/4840 [====================>.........] - ETA: 1s - loss: 10.4819 - mean_absolute_error: 2.46393569/4840 [=====================>........] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.46413615/4840 [=====================>........] - ETA: 1s - loss: 10.4883 - mean_absolute_error: 2.46463661/4840 [=====================>........] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.46383706/4840 [=====================>........] - ETA: 1s - loss: 10.4829 - mean_absolute_error: 2.46303751/4840 [======================>.......] - ETA: 1s - loss: 10.4776 - mean_absolute_error: 2.46203797/4840 [======================>.......] - ETA: 1s - loss: 10.4803 - mean_absolute_error: 2.46223842/4840 [======================>.......] - ETA: 1s - loss: 10.4793 - mean_absolute_error: 2.46213889/4840 [=======================>......] - ETA: 1s - loss: 10.4738 - mean_absolute_error: 2.46113935/4840 [=======================>......] - ETA: 1s - loss: 10.4780 - mean_absolute_error: 2.46143980/4840 [=======================>......] - ETA: 0s - loss: 10.4761 - mean_absolute_error: 2.46114027/4840 [=======================>......] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.46174074/4840 [========================>.....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.46154120/4840 [========================>.....] - ETA: 0s - loss: 10.4751 - mean_absolute_error: 2.46044165/4840 [========================>.....] - ETA: 0s - loss: 10.4763 - mean_absolute_error: 2.46084211/4840 [=========================>....] - ETA: 0s - loss: 10.4739 - mean_absolute_error: 2.46054253/4840 [=========================>....] - ETA: 0s - loss: 10.4687 - mean_absolute_error: 2.45994297/4840 [=========================>....] - ETA: 0s - loss: 10.4775 - mean_absolute_error: 2.46114342/4840 [=========================>....] - ETA: 0s - loss: 10.4740 - mean_absolute_error: 2.46104386/4840 [==========================>...] - ETA: 0s - loss: 10.4744 - mean_absolute_error: 2.46104432/4840 [==========================>...] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.46184478/4840 [==========================>...] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.46244523/4840 [===========================>..] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.46284569/4840 [===========================>..] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46364615/4840 [===========================>..] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46384659/4840 [===========================>..] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46344704/4840 [============================>.] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46394749/4840 [============================>.] - ETA: 0s - loss: 10.5071 - mean_absolute_error: 2.46404795/4840 [============================>.] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46414838/4840 [============================>.] - ETA: 0s - loss: 10.5100 - mean_absolute_error: 2.46444840/4840 [==============================] - 6s 1ms/step - loss: 10.5101 - mean_absolute_error: 2.4644 - val_loss: 11.4726 - val_mean_absolute_error: 2.5812
Epoch 36/100
   1/4840 [..............................] - ETA: 9s - loss: 7.5909 - mean_absolute_error: 2.1613  48/4840 [..............................] - ETA: 5s - loss: 10.2864 - mean_absolute_error: 2.4268  91/4840 [..............................] - ETA: 5s - loss: 10.1635 - mean_absolute_error: 2.4139 129/4840 [..............................] - ETA: 5s - loss: 10.3118 - mean_absolute_error: 2.4288 162/4840 [>.............................] - ETA: 5s - loss: 10.3633 - mean_absolute_error: 2.4360 205/4840 [>.............................] - ETA: 5s - loss: 10.4075 - mean_absolute_error: 2.4465 249/4840 [>.............................] - ETA: 5s - loss: 10.3870 - mean_absolute_error: 2.4454 292/4840 [>.............................] - ETA: 5s - loss: 10.4246 - mean_absolute_error: 2.4535 334/4840 [=>............................] - ETA: 5s - loss: 10.4334 - mean_absolute_error: 2.4550 378/4840 [=>............................] - ETA: 5s - loss: 10.4140 - mean_absolute_error: 2.4512 423/4840 [=>............................] - ETA: 5s - loss: 10.3893 - mean_absolute_error: 2.4495 469/4840 [=>............................] - ETA: 5s - loss: 10.3554 - mean_absolute_error: 2.4453 513/4840 [==>...........................] - ETA: 5s - loss: 10.3567 - mean_absolute_error: 2.4472 559/4840 [==>...........................] - ETA: 5s - loss: 10.4265 - mean_absolute_error: 2.4575 606/4840 [==>...........................] - ETA: 4s - loss: 10.4480 - mean_absolute_error: 2.4594 651/4840 [===>..........................] - ETA: 4s - loss: 10.4459 - mean_absolute_error: 2.4558 693/4840 [===>..........................] - ETA: 4s - loss: 10.4647 - mean_absolute_error: 2.4578 739/4840 [===>..........................] - ETA: 4s - loss: 10.4813 - mean_absolute_error: 2.4607 785/4840 [===>..........................] - ETA: 4s - loss: 10.4668 - mean_absolute_error: 2.4570 830/4840 [====>.........................] - ETA: 4s - loss: 10.4974 - mean_absolute_error: 2.4613 874/4840 [====>.........................] - ETA: 4s - loss: 10.5139 - mean_absolute_error: 2.4619 921/4840 [====>.........................] - ETA: 4s - loss: 10.4958 - mean_absolute_error: 2.4597 967/4840 [====>.........................] - ETA: 4s - loss: 10.4686 - mean_absolute_error: 2.45551013/4840 [=====>........................] - ETA: 4s - loss: 10.4630 - mean_absolute_error: 2.45611059/4840 [=====>........................] - ETA: 4s - loss: 10.4776 - mean_absolute_error: 2.45751105/4840 [=====>........................] - ETA: 4s - loss: 10.4464 - mean_absolute_error: 2.45451152/4840 [======>.......................] - ETA: 4s - loss: 10.4367 - mean_absolute_error: 2.45331197/4840 [======>.......................] - ETA: 4s - loss: 10.4387 - mean_absolute_error: 2.45391243/4840 [======>.......................] - ETA: 4s - loss: 10.4164 - mean_absolute_error: 2.45071288/4840 [======>.......................] - ETA: 4s - loss: 10.4419 - mean_absolute_error: 2.45391334/4840 [=======>......................] - ETA: 3s - loss: 10.4358 - mean_absolute_error: 2.45341380/4840 [=======>......................] - ETA: 3s - loss: 10.4419 - mean_absolute_error: 2.45371425/4840 [=======>......................] - ETA: 3s - loss: 10.4469 - mean_absolute_error: 2.45411472/4840 [========>.....................] - ETA: 3s - loss: 10.4561 - mean_absolute_error: 2.45471518/4840 [========>.....................] - ETA: 3s - loss: 10.4840 - mean_absolute_error: 2.45881564/4840 [========>.....................] - ETA: 3s - loss: 10.4628 - mean_absolute_error: 2.45641609/4840 [========>.....................] - ETA: 3s - loss: 10.4688 - mean_absolute_error: 2.45661654/4840 [=========>....................] - ETA: 3s - loss: 10.4646 - mean_absolute_error: 2.45601699/4840 [=========>....................] - ETA: 3s - loss: 10.4684 - mean_absolute_error: 2.45591745/4840 [=========>....................] - ETA: 3s - loss: 10.4714 - mean_absolute_error: 2.45711790/4840 [==========>...................] - ETA: 3s - loss: 10.4493 - mean_absolute_error: 2.45501836/4840 [==========>...................] - ETA: 3s - loss: 10.4763 - mean_absolute_error: 2.45841884/4840 [==========>...................] - ETA: 3s - loss: 10.4820 - mean_absolute_error: 2.46001929/4840 [==========>...................] - ETA: 3s - loss: 10.4858 - mean_absolute_error: 2.46181975/4840 [===========>..................] - ETA: 3s - loss: 10.4907 - mean_absolute_error: 2.46182020/4840 [===========>..................] - ETA: 3s - loss: 10.4826 - mean_absolute_error: 2.46072066/4840 [===========>..................] - ETA: 3s - loss: 10.4945 - mean_absolute_error: 2.46272112/4840 [============>.................] - ETA: 3s - loss: 10.4876 - mean_absolute_error: 2.46192159/4840 [============>.................] - ETA: 3s - loss: 10.4904 - mean_absolute_error: 2.46252203/4840 [============>.................] - ETA: 2s - loss: 10.4877 - mean_absolute_error: 2.46242249/4840 [============>.................] - ETA: 2s - loss: 10.4951 - mean_absolute_error: 2.46412295/4840 [=============>................] - ETA: 2s - loss: 10.4957 - mean_absolute_error: 2.46402340/4840 [=============>................] - ETA: 2s - loss: 10.4902 - mean_absolute_error: 2.46342386/4840 [=============>................] - ETA: 2s - loss: 10.5042 - mean_absolute_error: 2.46492432/4840 [==============>...............] - ETA: 2s - loss: 10.5014 - mean_absolute_error: 2.46482477/4840 [==============>...............] - ETA: 2s - loss: 10.5087 - mean_absolute_error: 2.46582520/4840 [==============>...............] - ETA: 2s - loss: 10.5078 - mean_absolute_error: 2.46602566/4840 [==============>...............] - ETA: 2s - loss: 10.5057 - mean_absolute_error: 2.46552612/4840 [===============>..............] - ETA: 2s - loss: 10.5113 - mean_absolute_error: 2.46632658/4840 [===============>..............] - ETA: 2s - loss: 10.5063 - mean_absolute_error: 2.46492705/4840 [===============>..............] - ETA: 2s - loss: 10.5127 - mean_absolute_error: 2.46622750/4840 [================>.............] - ETA: 2s - loss: 10.5210 - mean_absolute_error: 2.46692795/4840 [================>.............] - ETA: 2s - loss: 10.5204 - mean_absolute_error: 2.46692842/4840 [================>.............] - ETA: 2s - loss: 10.5137 - mean_absolute_error: 2.46672886/4840 [================>.............] - ETA: 2s - loss: 10.5093 - mean_absolute_error: 2.46662933/4840 [=================>............] - ETA: 2s - loss: 10.5076 - mean_absolute_error: 2.46602979/4840 [=================>............] - ETA: 2s - loss: 10.5028 - mean_absolute_error: 2.46533024/4840 [=================>............] - ETA: 2s - loss: 10.5014 - mean_absolute_error: 2.46503070/4840 [==================>...........] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46563116/4840 [==================>...........] - ETA: 1s - loss: 10.5037 - mean_absolute_error: 2.46573162/4840 [==================>...........] - ETA: 1s - loss: 10.5101 - mean_absolute_error: 2.46633207/4840 [==================>...........] - ETA: 1s - loss: 10.5025 - mean_absolute_error: 2.46493253/4840 [===================>..........] - ETA: 1s - loss: 10.5018 - mean_absolute_error: 2.46573300/4840 [===================>..........] - ETA: 1s - loss: 10.4985 - mean_absolute_error: 2.46543345/4840 [===================>..........] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.46483391/4840 [====================>.........] - ETA: 1s - loss: 10.4952 - mean_absolute_error: 2.46503435/4840 [====================>.........] - ETA: 1s - loss: 10.4989 - mean_absolute_error: 2.46603481/4840 [====================>.........] - ETA: 1s - loss: 10.5071 - mean_absolute_error: 2.46663528/4840 [====================>.........] - ETA: 1s - loss: 10.5083 - mean_absolute_error: 2.46683573/4840 [=====================>........] - ETA: 1s - loss: 10.5026 - mean_absolute_error: 2.46603621/4840 [=====================>........] - ETA: 1s - loss: 10.5052 - mean_absolute_error: 2.46633669/4840 [=====================>........] - ETA: 1s - loss: 10.5098 - mean_absolute_error: 2.46683715/4840 [======================>.......] - ETA: 1s - loss: 10.5090 - mean_absolute_error: 2.46663760/4840 [======================>.......] - ETA: 1s - loss: 10.5131 - mean_absolute_error: 2.46663806/4840 [======================>.......] - ETA: 1s - loss: 10.5184 - mean_absolute_error: 2.46733851/4840 [======================>.......] - ETA: 1s - loss: 10.5198 - mean_absolute_error: 2.46743896/4840 [=======================>......] - ETA: 1s - loss: 10.5182 - mean_absolute_error: 2.46703943/4840 [=======================>......] - ETA: 1s - loss: 10.5148 - mean_absolute_error: 2.46683988/4840 [=======================>......] - ETA: 0s - loss: 10.5259 - mean_absolute_error: 2.46814034/4840 [========================>.....] - ETA: 0s - loss: 10.5243 - mean_absolute_error: 2.46824079/4840 [========================>.....] - ETA: 0s - loss: 10.5144 - mean_absolute_error: 2.46674124/4840 [========================>.....] - ETA: 0s - loss: 10.5164 - mean_absolute_error: 2.46704170/4840 [========================>.....] - ETA: 0s - loss: 10.5226 - mean_absolute_error: 2.46784217/4840 [=========================>....] - ETA: 0s - loss: 10.5181 - mean_absolute_error: 2.46744264/4840 [=========================>....] - ETA: 0s - loss: 10.5148 - mean_absolute_error: 2.46664311/4840 [=========================>....] - ETA: 0s - loss: 10.5128 - mean_absolute_error: 2.46614355/4840 [=========================>....] - ETA: 0s - loss: 10.5126 - mean_absolute_error: 2.46594400/4840 [==========================>...] - ETA: 0s - loss: 10.5061 - mean_absolute_error: 2.46504447/4840 [==========================>...] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46504492/4840 [==========================>...] - ETA: 0s - loss: 10.5092 - mean_absolute_error: 2.46524538/4840 [===========================>..] - ETA: 0s - loss: 10.5079 - mean_absolute_error: 2.46474585/4840 [===========================>..] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46444631/4840 [===========================>..] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46424677/4840 [===========================>..] - ETA: 0s - loss: 10.5089 - mean_absolute_error: 2.46494722/4840 [============================>.] - ETA: 0s - loss: 10.5111 - mean_absolute_error: 2.46514769/4840 [============================>.] - ETA: 0s - loss: 10.5076 - mean_absolute_error: 2.46464815/4840 [============================>.] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46434840/4840 [==============================] - 6s 1ms/step - loss: 10.5085 - mean_absolute_error: 2.4645 - val_loss: 11.4732 - val_mean_absolute_error: 2.5805
Epoch 37/100
   1/4840 [..............................] - ETA: 9s - loss: 11.7632 - mean_absolute_error: 2.5800  47/4840 [..............................] - ETA: 5s - loss: 10.4749 - mean_absolute_error: 2.4252  93/4840 [..............................] - ETA: 5s - loss: 10.5355 - mean_absolute_error: 2.4535 139/4840 [..............................] - ETA: 5s - loss: 10.6299 - mean_absolute_error: 2.4677 184/4840 [>.............................] - ETA: 5s - loss: 10.4582 - mean_absolute_error: 2.4580 228/4840 [>.............................] - ETA: 5s - loss: 10.3565 - mean_absolute_error: 2.4424 273/4840 [>.............................] - ETA: 5s - loss: 10.4182 - mean_absolute_error: 2.4530 320/4840 [>.............................] - ETA: 5s - loss: 10.3811 - mean_absolute_error: 2.4498 366/4840 [=>............................] - ETA: 4s - loss: 10.3199 - mean_absolute_error: 2.4427 412/4840 [=>............................] - ETA: 4s - loss: 10.3324 - mean_absolute_error: 2.4423 458/4840 [=>............................] - ETA: 4s - loss: 10.3167 - mean_absolute_error: 2.4384 505/4840 [==>...........................] - ETA: 4s - loss: 10.3488 - mean_absolute_error: 2.4439 551/4840 [==>...........................] - ETA: 4s - loss: 10.3282 - mean_absolute_error: 2.4406 597/4840 [==>...........................] - ETA: 4s - loss: 10.3055 - mean_absolute_error: 2.4369 643/4840 [==>...........................] - ETA: 4s - loss: 10.3190 - mean_absolute_error: 2.4372 689/4840 [===>..........................] - ETA: 4s - loss: 10.3227 - mean_absolute_error: 2.4376 735/4840 [===>..........................] - ETA: 4s - loss: 10.3568 - mean_absolute_error: 2.4433 782/4840 [===>..........................] - ETA: 4s - loss: 10.3339 - mean_absolute_error: 2.4392 828/4840 [====>.........................] - ETA: 4s - loss: 10.3737 - mean_absolute_error: 2.4440 874/4840 [====>.........................] - ETA: 4s - loss: 10.3859 - mean_absolute_error: 2.4463 919/4840 [====>.........................] - ETA: 4s - loss: 10.3798 - mean_absolute_error: 2.4443 965/4840 [====>.........................] - ETA: 4s - loss: 10.3675 - mean_absolute_error: 2.44311011/4840 [=====>........................] - ETA: 4s - loss: 10.3647 - mean_absolute_error: 2.44351056/4840 [=====>........................] - ETA: 4s - loss: 10.3686 - mean_absolute_error: 2.44321102/4840 [=====>........................] - ETA: 4s - loss: 10.3929 - mean_absolute_error: 2.44571146/4840 [======>.......................] - ETA: 4s - loss: 10.3847 - mean_absolute_error: 2.44641191/4840 [======>.......................] - ETA: 4s - loss: 10.3957 - mean_absolute_error: 2.44861238/4840 [======>.......................] - ETA: 3s - loss: 10.3934 - mean_absolute_error: 2.44821284/4840 [======>.......................] - ETA: 3s - loss: 10.3877 - mean_absolute_error: 2.44681330/4840 [=======>......................] - ETA: 3s - loss: 10.3809 - mean_absolute_error: 2.44611377/4840 [=======>......................] - ETA: 3s - loss: 10.3927 - mean_absolute_error: 2.44831421/4840 [=======>......................] - ETA: 3s - loss: 10.3947 - mean_absolute_error: 2.44881467/4840 [========>.....................] - ETA: 3s - loss: 10.3954 - mean_absolute_error: 2.44961513/4840 [========>.....................] - ETA: 3s - loss: 10.3894 - mean_absolute_error: 2.44911560/4840 [========>.....................] - ETA: 3s - loss: 10.3878 - mean_absolute_error: 2.44881607/4840 [========>.....................] - ETA: 3s - loss: 10.3872 - mean_absolute_error: 2.44881652/4840 [=========>....................] - ETA: 3s - loss: 10.3863 - mean_absolute_error: 2.44861697/4840 [=========>....................] - ETA: 3s - loss: 10.3967 - mean_absolute_error: 2.44961742/4840 [=========>....................] - ETA: 3s - loss: 10.3850 - mean_absolute_error: 2.44781787/4840 [==========>...................] - ETA: 3s - loss: 10.3773 - mean_absolute_error: 2.44671833/4840 [==========>...................] - ETA: 3s - loss: 10.3775 - mean_absolute_error: 2.44691878/4840 [==========>...................] - ETA: 3s - loss: 10.3797 - mean_absolute_error: 2.44701925/4840 [==========>...................] - ETA: 3s - loss: 10.3869 - mean_absolute_error: 2.44741971/4840 [===========>..................] - ETA: 3s - loss: 10.3851 - mean_absolute_error: 2.44722016/4840 [===========>..................] - ETA: 3s - loss: 10.3885 - mean_absolute_error: 2.44782062/4840 [===========>..................] - ETA: 3s - loss: 10.3991 - mean_absolute_error: 2.44912107/4840 [============>.................] - ETA: 3s - loss: 10.3923 - mean_absolute_error: 2.44822153/4840 [============>.................] - ETA: 2s - loss: 10.3980 - mean_absolute_error: 2.44932199/4840 [============>.................] - ETA: 2s - loss: 10.4144 - mean_absolute_error: 2.45142246/4840 [============>.................] - ETA: 2s - loss: 10.4129 - mean_absolute_error: 2.45112292/4840 [=============>................] - ETA: 2s - loss: 10.4015 - mean_absolute_error: 2.44982340/4840 [=============>................] - ETA: 2s - loss: 10.4099 - mean_absolute_error: 2.45092386/4840 [=============>................] - ETA: 2s - loss: 10.4063 - mean_absolute_error: 2.45042432/4840 [==============>...............] - ETA: 2s - loss: 10.3981 - mean_absolute_error: 2.44922480/4840 [==============>...............] - ETA: 2s - loss: 10.3925 - mean_absolute_error: 2.44812526/4840 [==============>...............] - ETA: 2s - loss: 10.3936 - mean_absolute_error: 2.44822572/4840 [==============>...............] - ETA: 2s - loss: 10.3922 - mean_absolute_error: 2.44762617/4840 [===============>..............] - ETA: 2s - loss: 10.3963 - mean_absolute_error: 2.44842663/4840 [===============>..............] - ETA: 2s - loss: 10.3984 - mean_absolute_error: 2.44892708/4840 [===============>..............] - ETA: 2s - loss: 10.3931 - mean_absolute_error: 2.44842754/4840 [================>.............] - ETA: 2s - loss: 10.3891 - mean_absolute_error: 2.44862800/4840 [================>.............] - ETA: 2s - loss: 10.3991 - mean_absolute_error: 2.45002845/4840 [================>.............] - ETA: 2s - loss: 10.4034 - mean_absolute_error: 2.45052892/4840 [================>.............] - ETA: 2s - loss: 10.4219 - mean_absolute_error: 2.45272938/4840 [=================>............] - ETA: 2s - loss: 10.4314 - mean_absolute_error: 2.45372983/4840 [=================>............] - ETA: 2s - loss: 10.4372 - mean_absolute_error: 2.45403029/4840 [=================>............] - ETA: 1s - loss: 10.4513 - mean_absolute_error: 2.45613076/4840 [==================>...........] - ETA: 1s - loss: 10.4532 - mean_absolute_error: 2.45643120/4840 [==================>...........] - ETA: 1s - loss: 10.4631 - mean_absolute_error: 2.45763166/4840 [==================>...........] - ETA: 1s - loss: 10.4679 - mean_absolute_error: 2.45783212/4840 [==================>...........] - ETA: 1s - loss: 10.4737 - mean_absolute_error: 2.45893258/4840 [===================>..........] - ETA: 1s - loss: 10.4840 - mean_absolute_error: 2.46023303/4840 [===================>..........] - ETA: 1s - loss: 10.4847 - mean_absolute_error: 2.46003350/4840 [===================>..........] - ETA: 1s - loss: 10.4775 - mean_absolute_error: 2.45913396/4840 [====================>.........] - ETA: 1s - loss: 10.4745 - mean_absolute_error: 2.45853442/4840 [====================>.........] - ETA: 1s - loss: 10.4723 - mean_absolute_error: 2.45813487/4840 [====================>.........] - ETA: 1s - loss: 10.4759 - mean_absolute_error: 2.45843534/4840 [====================>.........] - ETA: 1s - loss: 10.4803 - mean_absolute_error: 2.45923579/4840 [=====================>........] - ETA: 1s - loss: 10.4863 - mean_absolute_error: 2.45983623/4840 [=====================>........] - ETA: 1s - loss: 10.4834 - mean_absolute_error: 2.45933669/4840 [=====================>........] - ETA: 1s - loss: 10.4767 - mean_absolute_error: 2.45843714/4840 [======================>.......] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45863760/4840 [======================>.......] - ETA: 1s - loss: 10.4810 - mean_absolute_error: 2.45903806/4840 [======================>.......] - ETA: 1s - loss: 10.4926 - mean_absolute_error: 2.46063850/4840 [======================>.......] - ETA: 1s - loss: 10.4970 - mean_absolute_error: 2.46153894/4840 [=======================>......] - ETA: 1s - loss: 10.4857 - mean_absolute_error: 2.46043939/4840 [=======================>......] - ETA: 0s - loss: 10.4808 - mean_absolute_error: 2.45963984/4840 [=======================>......] - ETA: 0s - loss: 10.4830 - mean_absolute_error: 2.45984029/4840 [=======================>......] - ETA: 0s - loss: 10.4799 - mean_absolute_error: 2.45984075/4840 [========================>.....] - ETA: 0s - loss: 10.4821 - mean_absolute_error: 2.46024121/4840 [========================>.....] - ETA: 0s - loss: 10.4835 - mean_absolute_error: 2.46064166/4840 [========================>.....] - ETA: 0s - loss: 10.4821 - mean_absolute_error: 2.46084212/4840 [=========================>....] - ETA: 0s - loss: 10.4840 - mean_absolute_error: 2.46094258/4840 [=========================>....] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.46104304/4840 [=========================>....] - ETA: 0s - loss: 10.4875 - mean_absolute_error: 2.46074350/4840 [=========================>....] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46124396/4840 [==========================>...] - ETA: 0s - loss: 10.4869 - mean_absolute_error: 2.46034441/4840 [==========================>...] - ETA: 0s - loss: 10.4827 - mean_absolute_error: 2.46004486/4840 [==========================>...] - ETA: 0s - loss: 10.4893 - mean_absolute_error: 2.46084532/4840 [===========================>..] - ETA: 0s - loss: 10.4909 - mean_absolute_error: 2.46094578/4840 [===========================>..] - ETA: 0s - loss: 10.4882 - mean_absolute_error: 2.46074625/4840 [===========================>..] - ETA: 0s - loss: 10.4846 - mean_absolute_error: 2.46034671/4840 [===========================>..] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46044716/4840 [============================>.] - ETA: 0s - loss: 10.4894 - mean_absolute_error: 2.46074761/4840 [============================>.] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.46164806/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46254840/4840 [==============================] - 6s 1ms/step - loss: 10.5077 - mean_absolute_error: 2.4633 - val_loss: 11.4748 - val_mean_absolute_error: 2.5809
Epoch 38/100
   1/4840 [..............................] - ETA: 9s - loss: 12.9034 - mean_absolute_error: 2.7809  47/4840 [..............................] - ETA: 5s - loss: 10.4850 - mean_absolute_error: 2.4494  94/4840 [..............................] - ETA: 5s - loss: 10.3541 - mean_absolute_error: 2.4291 141/4840 [..............................] - ETA: 5s - loss: 10.5550 - mean_absolute_error: 2.4543 186/4840 [>.............................] - ETA: 5s - loss: 10.6222 - mean_absolute_error: 2.4651 232/4840 [>.............................] - ETA: 5s - loss: 10.6524 - mean_absolute_error: 2.4727 278/4840 [>.............................] - ETA: 4s - loss: 10.6009 - mean_absolute_error: 2.4629 324/4840 [=>............................] - ETA: 4s - loss: 10.4971 - mean_absolute_error: 2.4510 370/4840 [=>............................] - ETA: 4s - loss: 10.5232 - mean_absolute_error: 2.4559 415/4840 [=>............................] - ETA: 4s - loss: 10.4920 - mean_absolute_error: 2.4543 460/4840 [=>............................] - ETA: 4s - loss: 10.4618 - mean_absolute_error: 2.4504 505/4840 [==>...........................] - ETA: 4s - loss: 10.5362 - mean_absolute_error: 2.4624 549/4840 [==>...........................] - ETA: 4s - loss: 10.4826 - mean_absolute_error: 2.4564 595/4840 [==>...........................] - ETA: 4s - loss: 10.4775 - mean_absolute_error: 2.4578 642/4840 [==>...........................] - ETA: 4s - loss: 10.5069 - mean_absolute_error: 2.4607 686/4840 [===>..........................] - ETA: 4s - loss: 10.5175 - mean_absolute_error: 2.4621 732/4840 [===>..........................] - ETA: 4s - loss: 10.5144 - mean_absolute_error: 2.4625 777/4840 [===>..........................] - ETA: 4s - loss: 10.5296 - mean_absolute_error: 2.4631 822/4840 [====>.........................] - ETA: 4s - loss: 10.4783 - mean_absolute_error: 2.4569 868/4840 [====>.........................] - ETA: 4s - loss: 10.4856 - mean_absolute_error: 2.4574 914/4840 [====>.........................] - ETA: 4s - loss: 10.4906 - mean_absolute_error: 2.4594 960/4840 [====>.........................] - ETA: 4s - loss: 10.4978 - mean_absolute_error: 2.46181005/4840 [=====>........................] - ETA: 4s - loss: 10.4962 - mean_absolute_error: 2.46251051/4840 [=====>........................] - ETA: 4s - loss: 10.5019 - mean_absolute_error: 2.46401097/4840 [=====>........................] - ETA: 4s - loss: 10.5122 - mean_absolute_error: 2.46531144/4840 [======>.......................] - ETA: 4s - loss: 10.5045 - mean_absolute_error: 2.46391190/4840 [======>.......................] - ETA: 4s - loss: 10.5226 - mean_absolute_error: 2.46671235/4840 [======>.......................] - ETA: 3s - loss: 10.5337 - mean_absolute_error: 2.46891281/4840 [======>.......................] - ETA: 3s - loss: 10.5428 - mean_absolute_error: 2.47031327/4840 [=======>......................] - ETA: 3s - loss: 10.5487 - mean_absolute_error: 2.47191373/4840 [=======>......................] - ETA: 3s - loss: 10.5699 - mean_absolute_error: 2.47521419/4840 [=======>......................] - ETA: 3s - loss: 10.5689 - mean_absolute_error: 2.47471464/4840 [========>.....................] - ETA: 3s - loss: 10.5826 - mean_absolute_error: 2.47651509/4840 [========>.....................] - ETA: 3s - loss: 10.5823 - mean_absolute_error: 2.47711556/4840 [========>.....................] - ETA: 3s - loss: 10.5658 - mean_absolute_error: 2.47511601/4840 [========>.....................] - ETA: 3s - loss: 10.5484 - mean_absolute_error: 2.47191647/4840 [=========>....................] - ETA: 3s - loss: 10.5191 - mean_absolute_error: 2.46851693/4840 [=========>....................] - ETA: 3s - loss: 10.5322 - mean_absolute_error: 2.47091739/4840 [=========>....................] - ETA: 3s - loss: 10.5148 - mean_absolute_error: 2.46831784/4840 [==========>...................] - ETA: 3s - loss: 10.5147 - mean_absolute_error: 2.46851830/4840 [==========>...................] - ETA: 3s - loss: 10.5263 - mean_absolute_error: 2.46991876/4840 [==========>...................] - ETA: 3s - loss: 10.5178 - mean_absolute_error: 2.46821922/4840 [==========>...................] - ETA: 3s - loss: 10.5324 - mean_absolute_error: 2.47011968/4840 [===========>..................] - ETA: 3s - loss: 10.5399 - mean_absolute_error: 2.47092013/4840 [===========>..................] - ETA: 3s - loss: 10.5245 - mean_absolute_error: 2.46932058/4840 [===========>..................] - ETA: 3s - loss: 10.5150 - mean_absolute_error: 2.46772103/4840 [============>.................] - ETA: 3s - loss: 10.5119 - mean_absolute_error: 2.46682148/4840 [============>.................] - ETA: 2s - loss: 10.5018 - mean_absolute_error: 2.46562194/4840 [============>.................] - ETA: 2s - loss: 10.5027 - mean_absolute_error: 2.46592240/4840 [============>.................] - ETA: 2s - loss: 10.4974 - mean_absolute_error: 2.46462285/4840 [=============>................] - ETA: 2s - loss: 10.5035 - mean_absolute_error: 2.46512330/4840 [=============>................] - ETA: 2s - loss: 10.5091 - mean_absolute_error: 2.46532376/4840 [=============>................] - ETA: 2s - loss: 10.5016 - mean_absolute_error: 2.46442422/4840 [==============>...............] - ETA: 2s - loss: 10.5046 - mean_absolute_error: 2.46492468/4840 [==============>...............] - ETA: 2s - loss: 10.4973 - mean_absolute_error: 2.46372512/4840 [==============>...............] - ETA: 2s - loss: 10.5057 - mean_absolute_error: 2.46392558/4840 [==============>...............] - ETA: 2s - loss: 10.5148 - mean_absolute_error: 2.46502603/4840 [===============>..............] - ETA: 2s - loss: 10.5276 - mean_absolute_error: 2.46642649/4840 [===============>..............] - ETA: 2s - loss: 10.5225 - mean_absolute_error: 2.46562695/4840 [===============>..............] - ETA: 2s - loss: 10.5109 - mean_absolute_error: 2.46412740/4840 [===============>..............] - ETA: 2s - loss: 10.5081 - mean_absolute_error: 2.46382787/4840 [================>.............] - ETA: 2s - loss: 10.4940 - mean_absolute_error: 2.46232832/4840 [================>.............] - ETA: 2s - loss: 10.4915 - mean_absolute_error: 2.46222878/4840 [================>.............] - ETA: 2s - loss: 10.4863 - mean_absolute_error: 2.46132923/4840 [=================>............] - ETA: 2s - loss: 10.4837 - mean_absolute_error: 2.46102969/4840 [=================>............] - ETA: 2s - loss: 10.4755 - mean_absolute_error: 2.46043014/4840 [=================>............] - ETA: 2s - loss: 10.4733 - mean_absolute_error: 2.45973058/4840 [=================>............] - ETA: 1s - loss: 10.4758 - mean_absolute_error: 2.46013104/4840 [==================>...........] - ETA: 1s - loss: 10.4788 - mean_absolute_error: 2.46093149/4840 [==================>...........] - ETA: 1s - loss: 10.4835 - mean_absolute_error: 2.46153196/4840 [==================>...........] - ETA: 1s - loss: 10.4711 - mean_absolute_error: 2.45963243/4840 [===================>..........] - ETA: 1s - loss: 10.4751 - mean_absolute_error: 2.46053289/4840 [===================>..........] - ETA: 1s - loss: 10.4793 - mean_absolute_error: 2.46093336/4840 [===================>..........] - ETA: 1s - loss: 10.4812 - mean_absolute_error: 2.46073384/4840 [===================>..........] - ETA: 1s - loss: 10.4852 - mean_absolute_error: 2.46083429/4840 [====================>.........] - ETA: 1s - loss: 10.4840 - mean_absolute_error: 2.46063475/4840 [====================>.........] - ETA: 1s - loss: 10.4925 - mean_absolute_error: 2.46163522/4840 [====================>.........] - ETA: 1s - loss: 10.4919 - mean_absolute_error: 2.46173569/4840 [=====================>........] - ETA: 1s - loss: 10.4895 - mean_absolute_error: 2.46133615/4840 [=====================>........] - ETA: 1s - loss: 10.4918 - mean_absolute_error: 2.46203662/4840 [=====================>........] - ETA: 1s - loss: 10.4941 - mean_absolute_error: 2.46243708/4840 [=====================>........] - ETA: 1s - loss: 10.4904 - mean_absolute_error: 2.46223755/4840 [======================>.......] - ETA: 1s - loss: 10.4994 - mean_absolute_error: 2.46313801/4840 [======================>.......] - ETA: 1s - loss: 10.4960 - mean_absolute_error: 2.46263847/4840 [======================>.......] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46323893/4840 [=======================>......] - ETA: 1s - loss: 10.4963 - mean_absolute_error: 2.46293940/4840 [=======================>......] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46133986/4840 [=======================>......] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.46264031/4840 [=======================>......] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46354077/4840 [========================>.....] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46294124/4840 [========================>.....] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46274171/4840 [========================>.....] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46224218/4840 [=========================>....] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.46184263/4840 [=========================>....] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46204309/4840 [=========================>....] - ETA: 0s - loss: 10.4881 - mean_absolute_error: 2.46144352/4840 [=========================>....] - ETA: 0s - loss: 10.4866 - mean_absolute_error: 2.46144395/4840 [==========================>...] - ETA: 0s - loss: 10.4890 - mean_absolute_error: 2.46124441/4840 [==========================>...] - ETA: 0s - loss: 10.4888 - mean_absolute_error: 2.46114487/4840 [==========================>...] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.46154532/4840 [===========================>..] - ETA: 0s - loss: 10.4944 - mean_absolute_error: 2.46214578/4840 [===========================>..] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46294624/4840 [===========================>..] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46294671/4840 [===========================>..] - ETA: 0s - loss: 10.4990 - mean_absolute_error: 2.46254717/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46304763/4840 [============================>.] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46294810/4840 [============================>.] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46314840/4840 [==============================] - 6s 1ms/step - loss: 10.5062 - mean_absolute_error: 2.4637 - val_loss: 11.4764 - val_mean_absolute_error: 2.5808
Epoch 39/100
   1/4840 [..............................] - ETA: 9s - loss: 15.0312 - mean_absolute_error: 3.0238  46/4840 [..............................] - ETA: 5s - loss: 10.6416 - mean_absolute_error: 2.4717  91/4840 [..............................] - ETA: 5s - loss: 10.8938 - mean_absolute_error: 2.5009 137/4840 [..............................] - ETA: 5s - loss: 10.7578 - mean_absolute_error: 2.4807 184/4840 [>.............................] - ETA: 5s - loss: 10.7148 - mean_absolute_error: 2.4798 228/4840 [>.............................] - ETA: 5s - loss: 10.7147 - mean_absolute_error: 2.4902 274/4840 [>.............................] - ETA: 5s - loss: 10.6250 - mean_absolute_error: 2.4812 321/4840 [>.............................] - ETA: 5s - loss: 10.5839 - mean_absolute_error: 2.4747 365/4840 [=>............................] - ETA: 4s - loss: 10.5534 - mean_absolute_error: 2.4681 412/4840 [=>............................] - ETA: 4s - loss: 10.4583 - mean_absolute_error: 2.4515 457/4840 [=>............................] - ETA: 4s - loss: 10.5295 - mean_absolute_error: 2.4626 502/4840 [==>...........................] - ETA: 4s - loss: 10.5212 - mean_absolute_error: 2.4622 548/4840 [==>...........................] - ETA: 4s - loss: 10.5525 - mean_absolute_error: 2.4656 594/4840 [==>...........................] - ETA: 4s - loss: 10.5027 - mean_absolute_error: 2.4601 641/4840 [==>...........................] - ETA: 4s - loss: 10.5579 - mean_absolute_error: 2.4680 686/4840 [===>..........................] - ETA: 4s - loss: 10.5446 - mean_absolute_error: 2.4660 732/4840 [===>..........................] - ETA: 4s - loss: 10.5656 - mean_absolute_error: 2.4693 777/4840 [===>..........................] - ETA: 4s - loss: 10.5937 - mean_absolute_error: 2.4727 822/4840 [====>.........................] - ETA: 4s - loss: 10.5912 - mean_absolute_error: 2.4730 868/4840 [====>.........................] - ETA: 4s - loss: 10.5963 - mean_absolute_error: 2.4730 913/4840 [====>.........................] - ETA: 4s - loss: 10.5984 - mean_absolute_error: 2.4721 958/4840 [====>.........................] - ETA: 4s - loss: 10.5801 - mean_absolute_error: 2.47161003/4840 [=====>........................] - ETA: 4s - loss: 10.5580 - mean_absolute_error: 2.46911048/4840 [=====>........................] - ETA: 4s - loss: 10.5359 - mean_absolute_error: 2.46621093/4840 [=====>........................] - ETA: 4s - loss: 10.5146 - mean_absolute_error: 2.46381138/4840 [======>.......................] - ETA: 4s - loss: 10.5471 - mean_absolute_error: 2.46771184/4840 [======>.......................] - ETA: 4s - loss: 10.5571 - mean_absolute_error: 2.47011230/4840 [======>.......................] - ETA: 4s - loss: 10.5792 - mean_absolute_error: 2.47291275/4840 [======>.......................] - ETA: 3s - loss: 10.5703 - mean_absolute_error: 2.47181321/4840 [=======>......................] - ETA: 3s - loss: 10.5684 - mean_absolute_error: 2.47171366/4840 [=======>......................] - ETA: 3s - loss: 10.5539 - mean_absolute_error: 2.47071413/4840 [=======>......................] - ETA: 3s - loss: 10.5713 - mean_absolute_error: 2.47351460/4840 [========>.....................] - ETA: 3s - loss: 10.5773 - mean_absolute_error: 2.47381507/4840 [========>.....................] - ETA: 3s - loss: 10.5706 - mean_absolute_error: 2.47381554/4840 [========>.....................] - ETA: 3s - loss: 10.5608 - mean_absolute_error: 2.47271598/4840 [========>.....................] - ETA: 3s - loss: 10.5500 - mean_absolute_error: 2.47101644/4840 [=========>....................] - ETA: 3s - loss: 10.5443 - mean_absolute_error: 2.47011691/4840 [=========>....................] - ETA: 3s - loss: 10.5373 - mean_absolute_error: 2.46941735/4840 [=========>....................] - ETA: 3s - loss: 10.5369 - mean_absolute_error: 2.46921781/4840 [==========>...................] - ETA: 3s - loss: 10.5458 - mean_absolute_error: 2.46981827/4840 [==========>...................] - ETA: 3s - loss: 10.5247 - mean_absolute_error: 2.46711872/4840 [==========>...................] - ETA: 3s - loss: 10.5231 - mean_absolute_error: 2.46641918/4840 [==========>...................] - ETA: 3s - loss: 10.5179 - mean_absolute_error: 2.46561963/4840 [===========>..................] - ETA: 3s - loss: 10.5327 - mean_absolute_error: 2.46692009/4840 [===========>..................] - ETA: 3s - loss: 10.5139 - mean_absolute_error: 2.46422046/4840 [===========>..................] - ETA: 3s - loss: 10.5027 - mean_absolute_error: 2.46222089/4840 [===========>..................] - ETA: 3s - loss: 10.5123 - mean_absolute_error: 2.46322134/4840 [============>.................] - ETA: 3s - loss: 10.5086 - mean_absolute_error: 2.46322179/4840 [============>.................] - ETA: 2s - loss: 10.5123 - mean_absolute_error: 2.46382225/4840 [============>.................] - ETA: 2s - loss: 10.5027 - mean_absolute_error: 2.46242270/4840 [=============>................] - ETA: 2s - loss: 10.5003 - mean_absolute_error: 2.46212316/4840 [=============>................] - ETA: 2s - loss: 10.5052 - mean_absolute_error: 2.46322363/4840 [=============>................] - ETA: 2s - loss: 10.5175 - mean_absolute_error: 2.46502408/4840 [=============>................] - ETA: 2s - loss: 10.5294 - mean_absolute_error: 2.46702454/4840 [==============>...............] - ETA: 2s - loss: 10.5305 - mean_absolute_error: 2.46702500/4840 [==============>...............] - ETA: 2s - loss: 10.5172 - mean_absolute_error: 2.46502546/4840 [==============>...............] - ETA: 2s - loss: 10.5124 - mean_absolute_error: 2.46392592/4840 [===============>..............] - ETA: 2s - loss: 10.5057 - mean_absolute_error: 2.46282639/4840 [===============>..............] - ETA: 2s - loss: 10.5085 - mean_absolute_error: 2.46292685/4840 [===============>..............] - ETA: 2s - loss: 10.5088 - mean_absolute_error: 2.46282732/4840 [===============>..............] - ETA: 2s - loss: 10.4959 - mean_absolute_error: 2.46162778/4840 [================>.............] - ETA: 2s - loss: 10.5057 - mean_absolute_error: 2.46282825/4840 [================>.............] - ETA: 2s - loss: 10.5091 - mean_absolute_error: 2.46322872/4840 [================>.............] - ETA: 2s - loss: 10.5082 - mean_absolute_error: 2.46362917/4840 [=================>............] - ETA: 2s - loss: 10.5135 - mean_absolute_error: 2.46412961/4840 [=================>............] - ETA: 2s - loss: 10.5043 - mean_absolute_error: 2.46293008/4840 [=================>............] - ETA: 2s - loss: 10.4999 - mean_absolute_error: 2.46253053/4840 [=================>............] - ETA: 1s - loss: 10.5019 - mean_absolute_error: 2.46293099/4840 [==================>...........] - ETA: 1s - loss: 10.5011 - mean_absolute_error: 2.46283144/4840 [==================>...........] - ETA: 1s - loss: 10.5024 - mean_absolute_error: 2.46283191/4840 [==================>...........] - ETA: 1s - loss: 10.5000 - mean_absolute_error: 2.46243237/4840 [===================>..........] - ETA: 1s - loss: 10.4997 - mean_absolute_error: 2.46213282/4840 [===================>..........] - ETA: 1s - loss: 10.4966 - mean_absolute_error: 2.46173327/4840 [===================>..........] - ETA: 1s - loss: 10.5054 - mean_absolute_error: 2.46243373/4840 [===================>..........] - ETA: 1s - loss: 10.5011 - mean_absolute_error: 2.46193416/4840 [====================>.........] - ETA: 1s - loss: 10.5094 - mean_absolute_error: 2.46313462/4840 [====================>.........] - ETA: 1s - loss: 10.5165 - mean_absolute_error: 2.46393508/4840 [====================>.........] - ETA: 1s - loss: 10.5143 - mean_absolute_error: 2.46343553/4840 [=====================>........] - ETA: 1s - loss: 10.5053 - mean_absolute_error: 2.46203600/4840 [=====================>........] - ETA: 1s - loss: 10.5022 - mean_absolute_error: 2.46133645/4840 [=====================>........] - ETA: 1s - loss: 10.5015 - mean_absolute_error: 2.46153692/4840 [=====================>........] - ETA: 1s - loss: 10.5026 - mean_absolute_error: 2.46193737/4840 [======================>.......] - ETA: 1s - loss: 10.4967 - mean_absolute_error: 2.46143783/4840 [======================>.......] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.46063829/4840 [======================>.......] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.46093876/4840 [=======================>......] - ETA: 1s - loss: 10.4870 - mean_absolute_error: 2.46033920/4840 [=======================>......] - ETA: 1s - loss: 10.4835 - mean_absolute_error: 2.45983966/4840 [=======================>......] - ETA: 0s - loss: 10.4823 - mean_absolute_error: 2.45944012/4840 [=======================>......] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.46004058/4840 [========================>.....] - ETA: 0s - loss: 10.4891 - mean_absolute_error: 2.46054105/4840 [========================>.....] - ETA: 0s - loss: 10.4847 - mean_absolute_error: 2.45964151/4840 [========================>.....] - ETA: 0s - loss: 10.4809 - mean_absolute_error: 2.45924197/4840 [=========================>....] - ETA: 0s - loss: 10.4763 - mean_absolute_error: 2.45834244/4840 [=========================>....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.45904290/4840 [=========================>....] - ETA: 0s - loss: 10.4843 - mean_absolute_error: 2.45994336/4840 [=========================>....] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.46034382/4840 [==========================>...] - ETA: 0s - loss: 10.5013 - mean_absolute_error: 2.46224429/4840 [==========================>...] - ETA: 0s - loss: 10.5092 - mean_absolute_error: 2.46364475/4840 [==========================>...] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46324521/4840 [===========================>..] - ETA: 0s - loss: 10.5125 - mean_absolute_error: 2.46384567/4840 [===========================>..] - ETA: 0s - loss: 10.5156 - mean_absolute_error: 2.46444613/4840 [===========================>..] - ETA: 0s - loss: 10.5159 - mean_absolute_error: 2.46464658/4840 [===========================>..] - ETA: 0s - loss: 10.5075 - mean_absolute_error: 2.46354702/4840 [============================>.] - ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46334748/4840 [============================>.] - ETA: 0s - loss: 10.5085 - mean_absolute_error: 2.46404794/4840 [============================>.] - ETA: 0s - loss: 10.5088 - mean_absolute_error: 2.46424837/4840 [============================>.] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46384840/4840 [==============================] - 6s 1ms/step - loss: 10.5061 - mean_absolute_error: 2.4638 - val_loss: 11.4779 - val_mean_absolute_error: 2.5798
Epoch 40/100
   1/4840 [..............................] - ETA: 9s - loss: 8.0428 - mean_absolute_error: 2.1611  46/4840 [..............................] - ETA: 5s - loss: 11.3054 - mean_absolute_error: 2.5683  91/4840 [..............................] - ETA: 5s - loss: 11.1511 - mean_absolute_error: 2.5485 137/4840 [..............................] - ETA: 5s - loss: 10.7591 - mean_absolute_error: 2.5003 184/4840 [>.............................] - ETA: 5s - loss: 10.9038 - mean_absolute_error: 2.5181 231/4840 [>.............................] - ETA: 5s - loss: 10.8369 - mean_absolute_error: 2.5100 277/4840 [>.............................] - ETA: 5s - loss: 10.6921 - mean_absolute_error: 2.4881 323/4840 [=>............................] - ETA: 4s - loss: 10.6190 - mean_absolute_error: 2.4723 367/4840 [=>............................] - ETA: 4s - loss: 10.6471 - mean_absolute_error: 2.4761 412/4840 [=>............................] - ETA: 4s - loss: 10.6396 - mean_absolute_error: 2.4752 459/4840 [=>............................] - ETA: 4s - loss: 10.7390 - mean_absolute_error: 2.4876 504/4840 [==>...........................] - ETA: 4s - loss: 10.6444 - mean_absolute_error: 2.4779 549/4840 [==>...........................] - ETA: 4s - loss: 10.5875 - mean_absolute_error: 2.4706 595/4840 [==>...........................] - ETA: 4s - loss: 10.6023 - mean_absolute_error: 2.4739 641/4840 [==>...........................] - ETA: 4s - loss: 10.5890 - mean_absolute_error: 2.4699 686/4840 [===>..........................] - ETA: 4s - loss: 10.5884 - mean_absolute_error: 2.4738 731/4840 [===>..........................] - ETA: 4s - loss: 10.6131 - mean_absolute_error: 2.4760 778/4840 [===>..........................] - ETA: 4s - loss: 10.5901 - mean_absolute_error: 2.4714 824/4840 [====>.........................] - ETA: 4s - loss: 10.6003 - mean_absolute_error: 2.4725 870/4840 [====>.........................] - ETA: 4s - loss: 10.6129 - mean_absolute_error: 2.4762 916/4840 [====>.........................] - ETA: 4s - loss: 10.6180 - mean_absolute_error: 2.4763 962/4840 [====>.........................] - ETA: 4s - loss: 10.6081 - mean_absolute_error: 2.47441008/4840 [=====>........................] - ETA: 4s - loss: 10.5966 - mean_absolute_error: 2.47231055/4840 [=====>........................] - ETA: 4s - loss: 10.6056 - mean_absolute_error: 2.47311100/4840 [=====>........................] - ETA: 4s - loss: 10.5883 - mean_absolute_error: 2.47051146/4840 [======>.......................] - ETA: 4s - loss: 10.5729 - mean_absolute_error: 2.46931190/4840 [======>.......................] - ETA: 4s - loss: 10.5593 - mean_absolute_error: 2.46871234/4840 [======>.......................] - ETA: 4s - loss: 10.5557 - mean_absolute_error: 2.46911280/4840 [======>.......................] - ETA: 3s - loss: 10.5601 - mean_absolute_error: 2.46991324/4840 [=======>......................] - ETA: 3s - loss: 10.5752 - mean_absolute_error: 2.47131369/4840 [=======>......................] - ETA: 3s - loss: 10.5366 - mean_absolute_error: 2.46561410/4840 [=======>......................] - ETA: 3s - loss: 10.5698 - mean_absolute_error: 2.47041451/4840 [=======>......................] - ETA: 3s - loss: 10.5605 - mean_absolute_error: 2.46931493/4840 [========>.....................] - ETA: 3s - loss: 10.5587 - mean_absolute_error: 2.46821537/4840 [========>.....................] - ETA: 3s - loss: 10.5600 - mean_absolute_error: 2.46811581/4840 [========>.....................] - ETA: 3s - loss: 10.5308 - mean_absolute_error: 2.46471626/4840 [=========>....................] - ETA: 3s - loss: 10.5488 - mean_absolute_error: 2.46681674/4840 [=========>....................] - ETA: 3s - loss: 10.5464 - mean_absolute_error: 2.46631721/4840 [=========>....................] - ETA: 3s - loss: 10.5481 - mean_absolute_error: 2.46681766/4840 [=========>....................] - ETA: 3s - loss: 10.5367 - mean_absolute_error: 2.46521812/4840 [==========>...................] - ETA: 3s - loss: 10.5504 - mean_absolute_error: 2.46601859/4840 [==========>...................] - ETA: 3s - loss: 10.5481 - mean_absolute_error: 2.46551904/4840 [==========>...................] - ETA: 3s - loss: 10.5396 - mean_absolute_error: 2.46381949/4840 [===========>..................] - ETA: 3s - loss: 10.5390 - mean_absolute_error: 2.46361995/4840 [===========>..................] - ETA: 3s - loss: 10.5531 - mean_absolute_error: 2.46592042/4840 [===========>..................] - ETA: 3s - loss: 10.5343 - mean_absolute_error: 2.46412089/4840 [===========>..................] - ETA: 3s - loss: 10.5380 - mean_absolute_error: 2.46472135/4840 [============>.................] - ETA: 3s - loss: 10.5304 - mean_absolute_error: 2.46322181/4840 [============>.................] - ETA: 2s - loss: 10.5191 - mean_absolute_error: 2.46152227/4840 [============>.................] - ETA: 2s - loss: 10.5153 - mean_absolute_error: 2.46052273/4840 [=============>................] - ETA: 2s - loss: 10.4995 - mean_absolute_error: 2.45862318/4840 [=============>................] - ETA: 2s - loss: 10.4978 - mean_absolute_error: 2.45892364/4840 [=============>................] - ETA: 2s - loss: 10.5071 - mean_absolute_error: 2.46072411/4840 [=============>................] - ETA: 2s - loss: 10.5007 - mean_absolute_error: 2.46012457/4840 [==============>...............] - ETA: 2s - loss: 10.5054 - mean_absolute_error: 2.46102500/4840 [==============>...............] - ETA: 2s - loss: 10.5035 - mean_absolute_error: 2.46052545/4840 [==============>...............] - ETA: 2s - loss: 10.5090 - mean_absolute_error: 2.46132591/4840 [===============>..............] - ETA: 2s - loss: 10.5099 - mean_absolute_error: 2.46172637/4840 [===============>..............] - ETA: 2s - loss: 10.4991 - mean_absolute_error: 2.46012683/4840 [===============>..............] - ETA: 2s - loss: 10.5080 - mean_absolute_error: 2.46162728/4840 [===============>..............] - ETA: 2s - loss: 10.5040 - mean_absolute_error: 2.46112773/4840 [================>.............] - ETA: 2s - loss: 10.5031 - mean_absolute_error: 2.46112820/4840 [================>.............] - ETA: 2s - loss: 10.5080 - mean_absolute_error: 2.46242866/4840 [================>.............] - ETA: 2s - loss: 10.5118 - mean_absolute_error: 2.46302912/4840 [=================>............] - ETA: 2s - loss: 10.5100 - mean_absolute_error: 2.46342957/4840 [=================>............] - ETA: 2s - loss: 10.5128 - mean_absolute_error: 2.46363001/4840 [=================>............] - ETA: 2s - loss: 10.5092 - mean_absolute_error: 2.46293046/4840 [=================>............] - ETA: 1s - loss: 10.5037 - mean_absolute_error: 2.46213093/4840 [==================>...........] - ETA: 1s - loss: 10.5020 - mean_absolute_error: 2.46203139/4840 [==================>...........] - ETA: 1s - loss: 10.4946 - mean_absolute_error: 2.46053184/4840 [==================>...........] - ETA: 1s - loss: 10.4923 - mean_absolute_error: 2.46033230/4840 [===================>..........] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46053277/4840 [===================>..........] - ETA: 1s - loss: 10.4900 - mean_absolute_error: 2.46013322/4840 [===================>..........] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46023369/4840 [===================>..........] - ETA: 1s - loss: 10.4961 - mean_absolute_error: 2.46073414/4840 [====================>.........] - ETA: 1s - loss: 10.4974 - mean_absolute_error: 2.46103458/4840 [====================>.........] - ETA: 1s - loss: 10.4860 - mean_absolute_error: 2.45963505/4840 [====================>.........] - ETA: 1s - loss: 10.4859 - mean_absolute_error: 2.45933551/4840 [=====================>........] - ETA: 1s - loss: 10.4847 - mean_absolute_error: 2.45953598/4840 [=====================>........] - ETA: 1s - loss: 10.4918 - mean_absolute_error: 2.46033643/4840 [=====================>........] - ETA: 1s - loss: 10.4940 - mean_absolute_error: 2.46083688/4840 [=====================>........] - ETA: 1s - loss: 10.4911 - mean_absolute_error: 2.46003733/4840 [======================>.......] - ETA: 1s - loss: 10.4936 - mean_absolute_error: 2.46013779/4840 [======================>.......] - ETA: 1s - loss: 10.4858 - mean_absolute_error: 2.45913826/4840 [======================>.......] - ETA: 1s - loss: 10.4868 - mean_absolute_error: 2.45923872/4840 [=======================>......] - ETA: 1s - loss: 10.4830 - mean_absolute_error: 2.45903917/4840 [=======================>......] - ETA: 1s - loss: 10.4880 - mean_absolute_error: 2.46003958/4840 [=======================>......] - ETA: 0s - loss: 10.4909 - mean_absolute_error: 2.46044000/4840 [=======================>......] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.46094039/4840 [========================>.....] - ETA: 0s - loss: 10.5019 - mean_absolute_error: 2.46164083/4840 [========================>.....] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.46084128/4840 [========================>.....] - ETA: 0s - loss: 10.4947 - mean_absolute_error: 2.46074169/4840 [========================>.....] - ETA: 0s - loss: 10.4941 - mean_absolute_error: 2.46074215/4840 [=========================>....] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.46124262/4840 [=========================>....] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46144298/4840 [=========================>....] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46114342/4840 [=========================>....] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46154388/4840 [==========================>...] - ETA: 0s - loss: 10.5168 - mean_absolute_error: 2.46324434/4840 [==========================>...] - ETA: 0s - loss: 10.5138 - mean_absolute_error: 2.46294477/4840 [==========================>...] - ETA: 0s - loss: 10.5147 - mean_absolute_error: 2.46324522/4840 [===========================>..] - ETA: 0s - loss: 10.5120 - mean_absolute_error: 2.46254568/4840 [===========================>..] - ETA: 0s - loss: 10.5178 - mean_absolute_error: 2.46334613/4840 [===========================>..] - ETA: 0s - loss: 10.5110 - mean_absolute_error: 2.46264659/4840 [===========================>..] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46204705/4840 [============================>.] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46154750/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46174796/4840 [============================>.] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5052 - mean_absolute_error: 2.4624 - val_loss: 11.4806 - val_mean_absolute_error: 2.5807
Epoch 41/100
   1/4840 [..............................] - ETA: 9s - loss: 5.1175 - mean_absolute_error: 1.6522  47/4840 [..............................] - ETA: 5s - loss: 9.2447 - mean_absolute_error: 2.3045  93/4840 [..............................] - ETA: 5s - loss: 10.0105 - mean_absolute_error: 2.4034 137/4840 [..............................] - ETA: 5s - loss: 10.2795 - mean_absolute_error: 2.4320 183/4840 [>.............................] - ETA: 5s - loss: 10.3903 - mean_absolute_error: 2.4403 230/4840 [>.............................] - ETA: 5s - loss: 10.3973 - mean_absolute_error: 2.4479 277/4840 [>.............................] - ETA: 5s - loss: 10.2564 - mean_absolute_error: 2.4306 324/4840 [=>............................] - ETA: 4s - loss: 10.2983 - mean_absolute_error: 2.4364 370/4840 [=>............................] - ETA: 4s - loss: 10.3478 - mean_absolute_error: 2.4426 413/4840 [=>............................] - ETA: 4s - loss: 10.3436 - mean_absolute_error: 2.4418 460/4840 [=>............................] - ETA: 4s - loss: 10.2995 - mean_absolute_error: 2.4341 506/4840 [==>...........................] - ETA: 4s - loss: 10.2907 - mean_absolute_error: 2.4324 552/4840 [==>...........................] - ETA: 4s - loss: 10.3224 - mean_absolute_error: 2.4368 598/4840 [==>...........................] - ETA: 4s - loss: 10.3266 - mean_absolute_error: 2.4363 642/4840 [==>...........................] - ETA: 4s - loss: 10.3427 - mean_absolute_error: 2.4396 688/4840 [===>..........................] - ETA: 4s - loss: 10.3144 - mean_absolute_error: 2.4366 735/4840 [===>..........................] - ETA: 4s - loss: 10.3043 - mean_absolute_error: 2.4367 781/4840 [===>..........................] - ETA: 4s - loss: 10.3065 - mean_absolute_error: 2.4367 828/4840 [====>.........................] - ETA: 4s - loss: 10.3137 - mean_absolute_error: 2.4383 874/4840 [====>.........................] - ETA: 4s - loss: 10.2905 - mean_absolute_error: 2.4349 920/4840 [====>.........................] - ETA: 4s - loss: 10.2737 - mean_absolute_error: 2.4326 967/4840 [====>.........................] - ETA: 4s - loss: 10.2803 - mean_absolute_error: 2.43431015/4840 [=====>........................] - ETA: 4s - loss: 10.3097 - mean_absolute_error: 2.43691061/4840 [=====>........................] - ETA: 4s - loss: 10.3170 - mean_absolute_error: 2.43791106/4840 [=====>........................] - ETA: 4s - loss: 10.3202 - mean_absolute_error: 2.43741153/4840 [======>.......................] - ETA: 4s - loss: 10.3465 - mean_absolute_error: 2.43991199/4840 [======>.......................] - ETA: 4s - loss: 10.3881 - mean_absolute_error: 2.44571245/4840 [======>.......................] - ETA: 3s - loss: 10.3693 - mean_absolute_error: 2.44321291/4840 [=======>......................] - ETA: 3s - loss: 10.3987 - mean_absolute_error: 2.44681338/4840 [=======>......................] - ETA: 3s - loss: 10.4043 - mean_absolute_error: 2.44761384/4840 [=======>......................] - ETA: 3s - loss: 10.3945 - mean_absolute_error: 2.44601430/4840 [=======>......................] - ETA: 3s - loss: 10.4136 - mean_absolute_error: 2.44841476/4840 [========>.....................] - ETA: 3s - loss: 10.4056 - mean_absolute_error: 2.44801522/4840 [========>.....................] - ETA: 3s - loss: 10.4120 - mean_absolute_error: 2.44931567/4840 [========>.....................] - ETA: 3s - loss: 10.4001 - mean_absolute_error: 2.44771613/4840 [========>.....................] - ETA: 3s - loss: 10.3949 - mean_absolute_error: 2.44661660/4840 [=========>....................] - ETA: 3s - loss: 10.4071 - mean_absolute_error: 2.44821706/4840 [=========>....................] - ETA: 3s - loss: 10.4242 - mean_absolute_error: 2.44961751/4840 [=========>....................] - ETA: 3s - loss: 10.4222 - mean_absolute_error: 2.44891797/4840 [==========>...................] - ETA: 3s - loss: 10.4396 - mean_absolute_error: 2.45131843/4840 [==========>...................] - ETA: 3s - loss: 10.4443 - mean_absolute_error: 2.45301890/4840 [==========>...................] - ETA: 3s - loss: 10.4359 - mean_absolute_error: 2.45201936/4840 [===========>..................] - ETA: 3s - loss: 10.4268 - mean_absolute_error: 2.45031982/4840 [===========>..................] - ETA: 3s - loss: 10.4355 - mean_absolute_error: 2.45192027/4840 [===========>..................] - ETA: 3s - loss: 10.4389 - mean_absolute_error: 2.45242072/4840 [===========>..................] - ETA: 3s - loss: 10.4383 - mean_absolute_error: 2.45252118/4840 [============>.................] - ETA: 2s - loss: 10.4467 - mean_absolute_error: 2.45432164/4840 [============>.................] - ETA: 2s - loss: 10.4334 - mean_absolute_error: 2.45212210/4840 [============>.................] - ETA: 2s - loss: 10.4293 - mean_absolute_error: 2.45232254/4840 [============>.................] - ETA: 2s - loss: 10.4307 - mean_absolute_error: 2.45292299/4840 [=============>................] - ETA: 2s - loss: 10.4348 - mean_absolute_error: 2.45312345/4840 [=============>................] - ETA: 2s - loss: 10.4382 - mean_absolute_error: 2.45312392/4840 [=============>................] - ETA: 2s - loss: 10.4455 - mean_absolute_error: 2.45462438/4840 [==============>...............] - ETA: 2s - loss: 10.4502 - mean_absolute_error: 2.45562482/4840 [==============>...............] - ETA: 2s - loss: 10.4532 - mean_absolute_error: 2.45612528/4840 [==============>...............] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45742574/4840 [==============>...............] - ETA: 2s - loss: 10.4701 - mean_absolute_error: 2.45942619/4840 [===============>..............] - ETA: 2s - loss: 10.4767 - mean_absolute_error: 2.45962666/4840 [===============>..............] - ETA: 2s - loss: 10.4771 - mean_absolute_error: 2.45992712/4840 [===============>..............] - ETA: 2s - loss: 10.4825 - mean_absolute_error: 2.46122759/4840 [================>.............] - ETA: 2s - loss: 10.4964 - mean_absolute_error: 2.46352807/4840 [================>.............] - ETA: 2s - loss: 10.4911 - mean_absolute_error: 2.46252852/4840 [================>.............] - ETA: 2s - loss: 10.5009 - mean_absolute_error: 2.46382896/4840 [================>.............] - ETA: 2s - loss: 10.4963 - mean_absolute_error: 2.46292941/4840 [=================>............] - ETA: 2s - loss: 10.5014 - mean_absolute_error: 2.46322987/4840 [=================>............] - ETA: 2s - loss: 10.5086 - mean_absolute_error: 2.46393033/4840 [=================>............] - ETA: 1s - loss: 10.5019 - mean_absolute_error: 2.46273079/4840 [==================>...........] - ETA: 1s - loss: 10.4975 - mean_absolute_error: 2.46203125/4840 [==================>...........] - ETA: 1s - loss: 10.4994 - mean_absolute_error: 2.46223171/4840 [==================>...........] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46313217/4840 [==================>...........] - ETA: 1s - loss: 10.5146 - mean_absolute_error: 2.46443264/4840 [===================>..........] - ETA: 1s - loss: 10.5054 - mean_absolute_error: 2.46323310/4840 [===================>..........] - ETA: 1s - loss: 10.4997 - mean_absolute_error: 2.46233356/4840 [===================>..........] - ETA: 1s - loss: 10.4952 - mean_absolute_error: 2.46183401/4840 [====================>.........] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46093448/4840 [====================>.........] - ETA: 1s - loss: 10.4930 - mean_absolute_error: 2.46123495/4840 [====================>.........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46183542/4840 [====================>.........] - ETA: 1s - loss: 10.4897 - mean_absolute_error: 2.46063588/4840 [=====================>........] - ETA: 1s - loss: 10.4898 - mean_absolute_error: 2.46033635/4840 [=====================>........] - ETA: 1s - loss: 10.4932 - mean_absolute_error: 2.46063680/4840 [=====================>........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46113727/4840 [======================>.......] - ETA: 1s - loss: 10.4953 - mean_absolute_error: 2.46113774/4840 [======================>.......] - ETA: 1s - loss: 10.5074 - mean_absolute_error: 2.46253819/4840 [======================>.......] - ETA: 1s - loss: 10.5014 - mean_absolute_error: 2.46193865/4840 [======================>.......] - ETA: 1s - loss: 10.5083 - mean_absolute_error: 2.46293911/4840 [=======================>......] - ETA: 1s - loss: 10.5033 - mean_absolute_error: 2.46253958/4840 [=======================>......] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.46144004/4840 [=======================>......] - ETA: 0s - loss: 10.5016 - mean_absolute_error: 2.46264049/4840 [========================>.....] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46164095/4840 [========================>.....] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46194141/4840 [========================>.....] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.46174187/4840 [========================>.....] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46164233/4840 [=========================>....] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46274278/4840 [=========================>....] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46244324/4840 [=========================>....] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46134370/4840 [==========================>...] - ETA: 0s - loss: 10.5003 - mean_absolute_error: 2.46134417/4840 [==========================>...] - ETA: 0s - loss: 10.5102 - mean_absolute_error: 2.46254463/4840 [==========================>...] - ETA: 0s - loss: 10.5145 - mean_absolute_error: 2.46264509/4840 [==========================>...] - ETA: 0s - loss: 10.5140 - mean_absolute_error: 2.46264554/4840 [===========================>..] - ETA: 0s - loss: 10.5180 - mean_absolute_error: 2.46324598/4840 [===========================>..] - ETA: 0s - loss: 10.5142 - mean_absolute_error: 2.46294643/4840 [===========================>..] - ETA: 0s - loss: 10.5094 - mean_absolute_error: 2.46234688/4840 [============================>.] - ETA: 0s - loss: 10.5044 - mean_absolute_error: 2.46184735/4840 [============================>.] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46114779/4840 [============================>.] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46174825/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46204840/4840 [==============================] - 6s 1ms/step - loss: 10.5049 - mean_absolute_error: 2.4622 - val_loss: 11.4807 - val_mean_absolute_error: 2.5809
Epoch 42/100
   1/4840 [..............................] - ETA: 9s - loss: 10.3983 - mean_absolute_error: 2.3568  47/4840 [..............................] - ETA: 5s - loss: 11.0649 - mean_absolute_error: 2.5265  95/4840 [..............................] - ETA: 5s - loss: 10.4857 - mean_absolute_error: 2.4575 140/4840 [..............................] - ETA: 5s - loss: 10.5243 - mean_absolute_error: 2.4646 185/4840 [>.............................] - ETA: 5s - loss: 10.4440 - mean_absolute_error: 2.4565 231/4840 [>.............................] - ETA: 5s - loss: 10.4108 - mean_absolute_error: 2.4501 276/4840 [>.............................] - ETA: 5s - loss: 10.5497 - mean_absolute_error: 2.4626 322/4840 [>.............................] - ETA: 4s - loss: 10.4973 - mean_absolute_error: 2.4614 368/4840 [=>............................] - ETA: 4s - loss: 10.5006 - mean_absolute_error: 2.4600 415/4840 [=>............................] - ETA: 4s - loss: 10.5430 - mean_absolute_error: 2.4660 461/4840 [=>............................] - ETA: 4s - loss: 10.5374 - mean_absolute_error: 2.4654 506/4840 [==>...........................] - ETA: 4s - loss: 10.5873 - mean_absolute_error: 2.4699 551/4840 [==>...........................] - ETA: 4s - loss: 10.5735 - mean_absolute_error: 2.4674 596/4840 [==>...........................] - ETA: 4s - loss: 10.5490 - mean_absolute_error: 2.4647 643/4840 [==>...........................] - ETA: 4s - loss: 10.5331 - mean_absolute_error: 2.4626 689/4840 [===>..........................] - ETA: 4s - loss: 10.5463 - mean_absolute_error: 2.4646 734/4840 [===>..........................] - ETA: 4s - loss: 10.6115 - mean_absolute_error: 2.4731 778/4840 [===>..........................] - ETA: 4s - loss: 10.6260 - mean_absolute_error: 2.4750 824/4840 [====>.........................] - ETA: 4s - loss: 10.6222 - mean_absolute_error: 2.4742 870/4840 [====>.........................] - ETA: 4s - loss: 10.5862 - mean_absolute_error: 2.4710 914/4840 [====>.........................] - ETA: 4s - loss: 10.6079 - mean_absolute_error: 2.4748 959/4840 [====>.........................] - ETA: 4s - loss: 10.6152 - mean_absolute_error: 2.47561006/4840 [=====>........................] - ETA: 4s - loss: 10.5948 - mean_absolute_error: 2.47361051/4840 [=====>........................] - ETA: 4s - loss: 10.5913 - mean_absolute_error: 2.47291095/4840 [=====>........................] - ETA: 4s - loss: 10.5874 - mean_absolute_error: 2.47311140/4840 [======>.......................] - ETA: 4s - loss: 10.5535 - mean_absolute_error: 2.46951185/4840 [======>.......................] - ETA: 4s - loss: 10.5184 - mean_absolute_error: 2.46541231/4840 [======>.......................] - ETA: 4s - loss: 10.5235 - mean_absolute_error: 2.46621276/4840 [======>.......................] - ETA: 3s - loss: 10.5129 - mean_absolute_error: 2.46491321/4840 [=======>......................] - ETA: 3s - loss: 10.5321 - mean_absolute_error: 2.46731366/4840 [=======>......................] - ETA: 3s - loss: 10.5381 - mean_absolute_error: 2.46791412/4840 [=======>......................] - ETA: 3s - loss: 10.5267 - mean_absolute_error: 2.46651458/4840 [========>.....................] - ETA: 3s - loss: 10.5417 - mean_absolute_error: 2.46911503/4840 [========>.....................] - ETA: 3s - loss: 10.5296 - mean_absolute_error: 2.46831548/4840 [========>.....................] - ETA: 3s - loss: 10.5158 - mean_absolute_error: 2.46641594/4840 [========>.....................] - ETA: 3s - loss: 10.4991 - mean_absolute_error: 2.46421641/4840 [=========>....................] - ETA: 3s - loss: 10.4827 - mean_absolute_error: 2.46201687/4840 [=========>....................] - ETA: 3s - loss: 10.4578 - mean_absolute_error: 2.45931733/4840 [=========>....................] - ETA: 3s - loss: 10.4650 - mean_absolute_error: 2.45941779/4840 [==========>...................] - ETA: 3s - loss: 10.4824 - mean_absolute_error: 2.46201823/4840 [==========>...................] - ETA: 3s - loss: 10.4939 - mean_absolute_error: 2.46331867/4840 [==========>...................] - ETA: 3s - loss: 10.5065 - mean_absolute_error: 2.46421914/4840 [==========>...................] - ETA: 3s - loss: 10.5048 - mean_absolute_error: 2.46341959/4840 [===========>..................] - ETA: 3s - loss: 10.5117 - mean_absolute_error: 2.46442004/4840 [===========>..................] - ETA: 3s - loss: 10.5109 - mean_absolute_error: 2.46442048/4840 [===========>..................] - ETA: 3s - loss: 10.5060 - mean_absolute_error: 2.46352094/4840 [===========>..................] - ETA: 3s - loss: 10.5157 - mean_absolute_error: 2.46472139/4840 [============>.................] - ETA: 3s - loss: 10.4938 - mean_absolute_error: 2.46172184/4840 [============>.................] - ETA: 2s - loss: 10.4847 - mean_absolute_error: 2.46022230/4840 [============>.................] - ETA: 2s - loss: 10.4802 - mean_absolute_error: 2.45902277/4840 [=============>................] - ETA: 2s - loss: 10.4792 - mean_absolute_error: 2.45882320/4840 [=============>................] - ETA: 2s - loss: 10.4762 - mean_absolute_error: 2.45772367/4840 [=============>................] - ETA: 2s - loss: 10.4680 - mean_absolute_error: 2.45692412/4840 [=============>................] - ETA: 2s - loss: 10.4628 - mean_absolute_error: 2.45662457/4840 [==============>...............] - ETA: 2s - loss: 10.4716 - mean_absolute_error: 2.45772503/4840 [==============>...............] - ETA: 2s - loss: 10.4700 - mean_absolute_error: 2.45762549/4840 [==============>...............] - ETA: 2s - loss: 10.4809 - mean_absolute_error: 2.45892593/4840 [===============>..............] - ETA: 2s - loss: 10.4946 - mean_absolute_error: 2.46072639/4840 [===============>..............] - ETA: 2s - loss: 10.4950 - mean_absolute_error: 2.46062684/4840 [===============>..............] - ETA: 2s - loss: 10.5105 - mean_absolute_error: 2.46292730/4840 [===============>..............] - ETA: 2s - loss: 10.5119 - mean_absolute_error: 2.46332775/4840 [================>.............] - ETA: 2s - loss: 10.5214 - mean_absolute_error: 2.46472820/4840 [================>.............] - ETA: 2s - loss: 10.5311 - mean_absolute_error: 2.46542866/4840 [================>.............] - ETA: 2s - loss: 10.5368 - mean_absolute_error: 2.46612912/4840 [=================>............] - ETA: 2s - loss: 10.5332 - mean_absolute_error: 2.46572957/4840 [=================>............] - ETA: 2s - loss: 10.5398 - mean_absolute_error: 2.46673003/4840 [=================>............] - ETA: 2s - loss: 10.5519 - mean_absolute_error: 2.46853049/4840 [=================>............] - ETA: 1s - loss: 10.5538 - mean_absolute_error: 2.46863095/4840 [==================>...........] - ETA: 1s - loss: 10.5553 - mean_absolute_error: 2.46863142/4840 [==================>...........] - ETA: 1s - loss: 10.5423 - mean_absolute_error: 2.46643188/4840 [==================>...........] - ETA: 1s - loss: 10.5342 - mean_absolute_error: 2.46553233/4840 [===================>..........] - ETA: 1s - loss: 10.5306 - mean_absolute_error: 2.46493280/4840 [===================>..........] - ETA: 1s - loss: 10.5259 - mean_absolute_error: 2.46483327/4840 [===================>..........] - ETA: 1s - loss: 10.5274 - mean_absolute_error: 2.46463371/4840 [===================>..........] - ETA: 1s - loss: 10.5293 - mean_absolute_error: 2.46533417/4840 [====================>.........] - ETA: 1s - loss: 10.5211 - mean_absolute_error: 2.46433464/4840 [====================>.........] - ETA: 1s - loss: 10.5248 - mean_absolute_error: 2.46493509/4840 [====================>.........] - ETA: 1s - loss: 10.5190 - mean_absolute_error: 2.46423554/4840 [=====================>........] - ETA: 1s - loss: 10.5142 - mean_absolute_error: 2.46353599/4840 [=====================>........] - ETA: 1s - loss: 10.5069 - mean_absolute_error: 2.46243644/4840 [=====================>........] - ETA: 1s - loss: 10.5020 - mean_absolute_error: 2.46143689/4840 [=====================>........] - ETA: 1s - loss: 10.5033 - mean_absolute_error: 2.46163734/4840 [======================>.......] - ETA: 1s - loss: 10.4971 - mean_absolute_error: 2.46103779/4840 [======================>.......] - ETA: 1s - loss: 10.5012 - mean_absolute_error: 2.46193823/4840 [======================>.......] - ETA: 1s - loss: 10.5084 - mean_absolute_error: 2.46353869/4840 [======================>.......] - ETA: 1s - loss: 10.5081 - mean_absolute_error: 2.46333915/4840 [=======================>......] - ETA: 1s - loss: 10.5107 - mean_absolute_error: 2.46373959/4840 [=======================>......] - ETA: 0s - loss: 10.5131 - mean_absolute_error: 2.46434005/4840 [=======================>......] - ETA: 0s - loss: 10.5170 - mean_absolute_error: 2.46524051/4840 [========================>.....] - ETA: 0s - loss: 10.5169 - mean_absolute_error: 2.46514097/4840 [========================>.....] - ETA: 0s - loss: 10.5194 - mean_absolute_error: 2.46534144/4840 [========================>.....] - ETA: 0s - loss: 10.5210 - mean_absolute_error: 2.46584189/4840 [========================>.....] - ETA: 0s - loss: 10.5188 - mean_absolute_error: 2.46524236/4840 [=========================>....] - ETA: 0s - loss: 10.5153 - mean_absolute_error: 2.46474281/4840 [=========================>....] - ETA: 0s - loss: 10.5153 - mean_absolute_error: 2.46454327/4840 [=========================>....] - ETA: 0s - loss: 10.5144 - mean_absolute_error: 2.46494372/4840 [==========================>...] - ETA: 0s - loss: 10.5112 - mean_absolute_error: 2.46494418/4840 [==========================>...] - ETA: 0s - loss: 10.5072 - mean_absolute_error: 2.46404464/4840 [==========================>...] - ETA: 0s - loss: 10.5061 - mean_absolute_error: 2.46394510/4840 [==========================>...] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46444556/4840 [===========================>..] - ETA: 0s - loss: 10.5131 - mean_absolute_error: 2.46484603/4840 [===========================>..] - ETA: 0s - loss: 10.5139 - mean_absolute_error: 2.46494649/4840 [===========================>..] - ETA: 0s - loss: 10.5187 - mean_absolute_error: 2.46564696/4840 [============================>.] - ETA: 0s - loss: 10.5174 - mean_absolute_error: 2.46534741/4840 [============================>.] - ETA: 0s - loss: 10.5138 - mean_absolute_error: 2.46464786/4840 [============================>.] - ETA: 0s - loss: 10.5089 - mean_absolute_error: 2.46384833/4840 [============================>.] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46344840/4840 [==============================] - 6s 1ms/step - loss: 10.5047 - mean_absolute_error: 2.4634 - val_loss: 11.4781 - val_mean_absolute_error: 2.5805
Epoch 43/100
   1/4840 [..............................] - ETA: 9s - loss: 7.9374 - mean_absolute_error: 2.1185  46/4840 [..............................] - ETA: 5s - loss: 10.5724 - mean_absolute_error: 2.4615  92/4840 [..............................] - ETA: 5s - loss: 10.3599 - mean_absolute_error: 2.4254 135/4840 [..............................] - ETA: 5s - loss: 10.3356 - mean_absolute_error: 2.4342 180/4840 [>.............................] - ETA: 5s - loss: 10.4272 - mean_absolute_error: 2.4477 225/4840 [>.............................] - ETA: 5s - loss: 10.4183 - mean_absolute_error: 2.4471 271/4840 [>.............................] - ETA: 5s - loss: 10.4870 - mean_absolute_error: 2.4601 315/4840 [>.............................] - ETA: 5s - loss: 10.4364 - mean_absolute_error: 2.4530 361/4840 [=>............................] - ETA: 5s - loss: 10.3642 - mean_absolute_error: 2.4455 407/4840 [=>............................] - ETA: 4s - loss: 10.3473 - mean_absolute_error: 2.4409 453/4840 [=>............................] - ETA: 4s - loss: 10.4105 - mean_absolute_error: 2.4502 498/4840 [==>...........................] - ETA: 4s - loss: 10.4122 - mean_absolute_error: 2.4489 541/4840 [==>...........................] - ETA: 4s - loss: 10.4050 - mean_absolute_error: 2.4488 586/4840 [==>...........................] - ETA: 4s - loss: 10.3890 - mean_absolute_error: 2.4480 630/4840 [==>...........................] - ETA: 4s - loss: 10.3685 - mean_absolute_error: 2.4460 675/4840 [===>..........................] - ETA: 4s - loss: 10.3047 - mean_absolute_error: 2.4364 720/4840 [===>..........................] - ETA: 4s - loss: 10.3160 - mean_absolute_error: 2.4371 765/4840 [===>..........................] - ETA: 4s - loss: 10.3304 - mean_absolute_error: 2.4397 810/4840 [====>.........................] - ETA: 4s - loss: 10.3505 - mean_absolute_error: 2.4431 854/4840 [====>.........................] - ETA: 4s - loss: 10.3509 - mean_absolute_error: 2.4419 897/4840 [====>.........................] - ETA: 4s - loss: 10.3559 - mean_absolute_error: 2.4422 943/4840 [====>.........................] - ETA: 4s - loss: 10.3799 - mean_absolute_error: 2.4466 988/4840 [=====>........................] - ETA: 4s - loss: 10.3683 - mean_absolute_error: 2.44391032/4840 [=====>........................] - ETA: 4s - loss: 10.3657 - mean_absolute_error: 2.44501078/4840 [=====>........................] - ETA: 4s - loss: 10.3813 - mean_absolute_error: 2.44621123/4840 [=====>........................] - ETA: 4s - loss: 10.4021 - mean_absolute_error: 2.44911167/4840 [======>.......................] - ETA: 4s - loss: 10.3817 - mean_absolute_error: 2.44601210/4840 [======>.......................] - ETA: 4s - loss: 10.3885 - mean_absolute_error: 2.44761255/4840 [======>.......................] - ETA: 4s - loss: 10.4049 - mean_absolute_error: 2.44971299/4840 [=======>......................] - ETA: 3s - loss: 10.3891 - mean_absolute_error: 2.44851344/4840 [=======>......................] - ETA: 3s - loss: 10.3879 - mean_absolute_error: 2.44861389/4840 [=======>......................] - ETA: 3s - loss: 10.3785 - mean_absolute_error: 2.44691434/4840 [=======>......................] - ETA: 3s - loss: 10.3922 - mean_absolute_error: 2.44811479/4840 [========>.....................] - ETA: 3s - loss: 10.3961 - mean_absolute_error: 2.44881524/4840 [========>.....................] - ETA: 3s - loss: 10.4070 - mean_absolute_error: 2.44991569/4840 [========>.....................] - ETA: 3s - loss: 10.4373 - mean_absolute_error: 2.45321613/4840 [========>.....................] - ETA: 3s - loss: 10.4360 - mean_absolute_error: 2.45471658/4840 [=========>....................] - ETA: 3s - loss: 10.4475 - mean_absolute_error: 2.45641703/4840 [=========>....................] - ETA: 3s - loss: 10.4710 - mean_absolute_error: 2.45971747/4840 [=========>....................] - ETA: 3s - loss: 10.4685 - mean_absolute_error: 2.45911791/4840 [==========>...................] - ETA: 3s - loss: 10.4575 - mean_absolute_error: 2.45741835/4840 [==========>...................] - ETA: 3s - loss: 10.4749 - mean_absolute_error: 2.45871879/4840 [==========>...................] - ETA: 3s - loss: 10.4632 - mean_absolute_error: 2.45721924/4840 [==========>...................] - ETA: 3s - loss: 10.4601 - mean_absolute_error: 2.45661971/4840 [===========>..................] - ETA: 3s - loss: 10.4505 - mean_absolute_error: 2.45552015/4840 [===========>..................] - ETA: 3s - loss: 10.4811 - mean_absolute_error: 2.45922060/4840 [===========>..................] - ETA: 3s - loss: 10.4831 - mean_absolute_error: 2.45962106/4840 [============>.................] - ETA: 3s - loss: 10.4859 - mean_absolute_error: 2.46002151/4840 [============>.................] - ETA: 3s - loss: 10.4911 - mean_absolute_error: 2.46062196/4840 [============>.................] - ETA: 2s - loss: 10.4961 - mean_absolute_error: 2.46192240/4840 [============>.................] - ETA: 2s - loss: 10.5001 - mean_absolute_error: 2.46302286/4840 [=============>................] - ETA: 2s - loss: 10.5067 - mean_absolute_error: 2.46392330/4840 [=============>................] - ETA: 2s - loss: 10.5053 - mean_absolute_error: 2.46422375/4840 [=============>................] - ETA: 2s - loss: 10.5238 - mean_absolute_error: 2.46632420/4840 [==============>...............] - ETA: 2s - loss: 10.5318 - mean_absolute_error: 2.46792466/4840 [==============>...............] - ETA: 2s - loss: 10.5248 - mean_absolute_error: 2.46722513/4840 [==============>...............] - ETA: 2s - loss: 10.5132 - mean_absolute_error: 2.46542560/4840 [==============>...............] - ETA: 2s - loss: 10.5286 - mean_absolute_error: 2.46782606/4840 [===============>..............] - ETA: 2s - loss: 10.5196 - mean_absolute_error: 2.46622652/4840 [===============>..............] - ETA: 2s - loss: 10.5142 - mean_absolute_error: 2.46602698/4840 [===============>..............] - ETA: 2s - loss: 10.5164 - mean_absolute_error: 2.46622742/4840 [===============>..............] - ETA: 2s - loss: 10.5123 - mean_absolute_error: 2.46572787/4840 [================>.............] - ETA: 2s - loss: 10.5077 - mean_absolute_error: 2.46522832/4840 [================>.............] - ETA: 2s - loss: 10.5053 - mean_absolute_error: 2.46492875/4840 [================>.............] - ETA: 2s - loss: 10.5111 - mean_absolute_error: 2.46512922/4840 [=================>............] - ETA: 2s - loss: 10.5064 - mean_absolute_error: 2.46412966/4840 [=================>............] - ETA: 2s - loss: 10.4966 - mean_absolute_error: 2.46273010/4840 [=================>............] - ETA: 2s - loss: 10.5034 - mean_absolute_error: 2.46343058/4840 [=================>............] - ETA: 2s - loss: 10.5020 - mean_absolute_error: 2.46323103/4840 [==================>...........] - ETA: 1s - loss: 10.4989 - mean_absolute_error: 2.46283149/4840 [==================>...........] - ETA: 1s - loss: 10.4938 - mean_absolute_error: 2.46233194/4840 [==================>...........] - ETA: 1s - loss: 10.4942 - mean_absolute_error: 2.46193241/4840 [===================>..........] - ETA: 1s - loss: 10.4914 - mean_absolute_error: 2.46153285/4840 [===================>..........] - ETA: 1s - loss: 10.4911 - mean_absolute_error: 2.46113330/4840 [===================>..........] - ETA: 1s - loss: 10.4928 - mean_absolute_error: 2.46103376/4840 [===================>..........] - ETA: 1s - loss: 10.4939 - mean_absolute_error: 2.46143422/4840 [====================>.........] - ETA: 1s - loss: 10.5027 - mean_absolute_error: 2.46243467/4840 [====================>.........] - ETA: 1s - loss: 10.5048 - mean_absolute_error: 2.46223513/4840 [====================>.........] - ETA: 1s - loss: 10.5006 - mean_absolute_error: 2.46193558/4840 [=====================>........] - ETA: 1s - loss: 10.5079 - mean_absolute_error: 2.46293605/4840 [=====================>........] - ETA: 1s - loss: 10.5056 - mean_absolute_error: 2.46253651/4840 [=====================>........] - ETA: 1s - loss: 10.4990 - mean_absolute_error: 2.46163696/4840 [=====================>........] - ETA: 1s - loss: 10.4989 - mean_absolute_error: 2.46183740/4840 [======================>.......] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.46103785/4840 [======================>.......] - ETA: 1s - loss: 10.4903 - mean_absolute_error: 2.46053831/4840 [======================>.......] - ETA: 1s - loss: 10.4922 - mean_absolute_error: 2.46083875/4840 [=======================>......] - ETA: 1s - loss: 10.4936 - mean_absolute_error: 2.46093918/4840 [=======================>......] - ETA: 1s - loss: 10.4878 - mean_absolute_error: 2.46023963/4840 [=======================>......] - ETA: 0s - loss: 10.4850 - mean_absolute_error: 2.45994008/4840 [=======================>......] - ETA: 0s - loss: 10.4805 - mean_absolute_error: 2.45944053/4840 [========================>.....] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.45994095/4840 [========================>.....] - ETA: 0s - loss: 10.4854 - mean_absolute_error: 2.45984141/4840 [========================>.....] - ETA: 0s - loss: 10.4859 - mean_absolute_error: 2.45994185/4840 [========================>.....] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46084230/4840 [=========================>....] - ETA: 0s - loss: 10.4886 - mean_absolute_error: 2.46034276/4840 [=========================>....] - ETA: 0s - loss: 10.4841 - mean_absolute_error: 2.45994321/4840 [=========================>....] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46094367/4840 [==========================>...] - ETA: 0s - loss: 10.4854 - mean_absolute_error: 2.45984414/4840 [==========================>...] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.45934460/4840 [==========================>...] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.45944505/4840 [==========================>...] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.45994551/4840 [===========================>..] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.46024596/4840 [===========================>..] - ETA: 0s - loss: 10.4917 - mean_absolute_error: 2.46024640/4840 [===========================>..] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46124683/4840 [============================>.] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46104729/4840 [============================>.] - ETA: 0s - loss: 10.5030 - mean_absolute_error: 2.46154774/4840 [============================>.] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46184820/4840 [============================>.] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46224840/4840 [==============================] - 6s 1ms/step - loss: 10.5048 - mean_absolute_error: 2.4622 - val_loss: 11.4842 - val_mean_absolute_error: 2.5807
Epoch 44/100
   1/4840 [..............................] - ETA: 9s - loss: 13.9353 - mean_absolute_error: 3.0199  45/4840 [..............................] - ETA: 5s - loss: 10.8404 - mean_absolute_error: 2.4655  90/4840 [..............................] - ETA: 5s - loss: 10.3737 - mean_absolute_error: 2.4263 135/4840 [..............................] - ETA: 5s - loss: 10.3872 - mean_absolute_error: 2.4432 179/4840 [>.............................] - ETA: 5s - loss: 10.4143 - mean_absolute_error: 2.4495 225/4840 [>.............................] - ETA: 5s - loss: 10.5002 - mean_absolute_error: 2.4612 270/4840 [>.............................] - ETA: 5s - loss: 10.4289 - mean_absolute_error: 2.4516 317/4840 [>.............................] - ETA: 5s - loss: 10.4506 - mean_absolute_error: 2.4540 364/4840 [=>............................] - ETA: 5s - loss: 10.4268 - mean_absolute_error: 2.4518 411/4840 [=>............................] - ETA: 4s - loss: 10.3805 - mean_absolute_error: 2.4482 458/4840 [=>............................] - ETA: 4s - loss: 10.4286 - mean_absolute_error: 2.4544 501/4840 [==>...........................] - ETA: 4s - loss: 10.4272 - mean_absolute_error: 2.4548 546/4840 [==>...........................] - ETA: 4s - loss: 10.5240 - mean_absolute_error: 2.4693 592/4840 [==>...........................] - ETA: 4s - loss: 10.5107 - mean_absolute_error: 2.4670 637/4840 [==>...........................] - ETA: 4s - loss: 10.5164 - mean_absolute_error: 2.4694 683/4840 [===>..........................] - ETA: 4s - loss: 10.5544 - mean_absolute_error: 2.4724 730/4840 [===>..........................] - ETA: 4s - loss: 10.5348 - mean_absolute_error: 2.4708 775/4840 [===>..........................] - ETA: 4s - loss: 10.5384 - mean_absolute_error: 2.4695 820/4840 [====>.........................] - ETA: 4s - loss: 10.5515 - mean_absolute_error: 2.4712 866/4840 [====>.........................] - ETA: 4s - loss: 10.5432 - mean_absolute_error: 2.4708 911/4840 [====>.........................] - ETA: 4s - loss: 10.5573 - mean_absolute_error: 2.4733 957/4840 [====>.........................] - ETA: 4s - loss: 10.5415 - mean_absolute_error: 2.47051003/4840 [=====>........................] - ETA: 4s - loss: 10.5621 - mean_absolute_error: 2.47361050/4840 [=====>........................] - ETA: 4s - loss: 10.5578 - mean_absolute_error: 2.47351096/4840 [=====>........................] - ETA: 4s - loss: 10.5619 - mean_absolute_error: 2.47341143/4840 [======>.......................] - ETA: 4s - loss: 10.5385 - mean_absolute_error: 2.47031188/4840 [======>.......................] - ETA: 4s - loss: 10.5250 - mean_absolute_error: 2.46831235/4840 [======>.......................] - ETA: 3s - loss: 10.5233 - mean_absolute_error: 2.46701281/4840 [======>.......................] - ETA: 3s - loss: 10.5341 - mean_absolute_error: 2.46851326/4840 [=======>......................] - ETA: 3s - loss: 10.5324 - mean_absolute_error: 2.46851372/4840 [=======>......................] - ETA: 3s - loss: 10.5202 - mean_absolute_error: 2.46701413/4840 [=======>......................] - ETA: 3s - loss: 10.5233 - mean_absolute_error: 2.46691459/4840 [========>.....................] - ETA: 3s - loss: 10.5230 - mean_absolute_error: 2.46731505/4840 [========>.....................] - ETA: 3s - loss: 10.5349 - mean_absolute_error: 2.46891551/4840 [========>.....................] - ETA: 3s - loss: 10.5230 - mean_absolute_error: 2.46751597/4840 [========>.....................] - ETA: 3s - loss: 10.5229 - mean_absolute_error: 2.46811641/4840 [=========>....................] - ETA: 3s - loss: 10.5293 - mean_absolute_error: 2.46941687/4840 [=========>....................] - ETA: 3s - loss: 10.5329 - mean_absolute_error: 2.46951733/4840 [=========>....................] - ETA: 3s - loss: 10.5448 - mean_absolute_error: 2.47101779/4840 [==========>...................] - ETA: 3s - loss: 10.5418 - mean_absolute_error: 2.47041827/4840 [==========>...................] - ETA: 3s - loss: 10.5333 - mean_absolute_error: 2.47001871/4840 [==========>...................] - ETA: 3s - loss: 10.5355 - mean_absolute_error: 2.47081916/4840 [==========>...................] - ETA: 3s - loss: 10.5480 - mean_absolute_error: 2.47191961/4840 [===========>..................] - ETA: 3s - loss: 10.5348 - mean_absolute_error: 2.46982007/4840 [===========>..................] - ETA: 3s - loss: 10.5414 - mean_absolute_error: 2.47042054/4840 [===========>..................] - ETA: 3s - loss: 10.5413 - mean_absolute_error: 2.47052101/4840 [============>.................] - ETA: 3s - loss: 10.5386 - mean_absolute_error: 2.46952147/4840 [============>.................] - ETA: 2s - loss: 10.5270 - mean_absolute_error: 2.46882192/4840 [============>.................] - ETA: 2s - loss: 10.5296 - mean_absolute_error: 2.46972238/4840 [============>.................] - ETA: 2s - loss: 10.5162 - mean_absolute_error: 2.46692282/4840 [=============>................] - ETA: 2s - loss: 10.5156 - mean_absolute_error: 2.46682328/4840 [=============>................] - ETA: 2s - loss: 10.5073 - mean_absolute_error: 2.46542374/4840 [=============>................] - ETA: 2s - loss: 10.5011 - mean_absolute_error: 2.46442420/4840 [==============>...............] - ETA: 2s - loss: 10.4897 - mean_absolute_error: 2.46352465/4840 [==============>...............] - ETA: 2s - loss: 10.4718 - mean_absolute_error: 2.46122510/4840 [==============>...............] - ETA: 2s - loss: 10.4647 - mean_absolute_error: 2.46022555/4840 [==============>...............] - ETA: 2s - loss: 10.4641 - mean_absolute_error: 2.46022601/4840 [===============>..............] - ETA: 2s - loss: 10.4683 - mean_absolute_error: 2.46002648/4840 [===============>..............] - ETA: 2s - loss: 10.4848 - mean_absolute_error: 2.46162694/4840 [===============>..............] - ETA: 2s - loss: 10.4836 - mean_absolute_error: 2.46142739/4840 [===============>..............] - ETA: 2s - loss: 10.4870 - mean_absolute_error: 2.46162784/4840 [================>.............] - ETA: 2s - loss: 10.4937 - mean_absolute_error: 2.46252830/4840 [================>.............] - ETA: 2s - loss: 10.4870 - mean_absolute_error: 2.46122874/4840 [================>.............] - ETA: 2s - loss: 10.4799 - mean_absolute_error: 2.46062920/4840 [=================>............] - ETA: 2s - loss: 10.4796 - mean_absolute_error: 2.46042965/4840 [=================>............] - ETA: 2s - loss: 10.4748 - mean_absolute_error: 2.45963009/4840 [=================>............] - ETA: 2s - loss: 10.4715 - mean_absolute_error: 2.45923052/4840 [=================>............] - ETA: 1s - loss: 10.4728 - mean_absolute_error: 2.45903097/4840 [==================>...........] - ETA: 1s - loss: 10.4757 - mean_absolute_error: 2.45983143/4840 [==================>...........] - ETA: 1s - loss: 10.4729 - mean_absolute_error: 2.45973188/4840 [==================>...........] - ETA: 1s - loss: 10.4715 - mean_absolute_error: 2.45913232/4840 [===================>..........] - ETA: 1s - loss: 10.4785 - mean_absolute_error: 2.45983277/4840 [===================>..........] - ETA: 1s - loss: 10.4823 - mean_absolute_error: 2.46033322/4840 [===================>..........] - ETA: 1s - loss: 10.4846 - mean_absolute_error: 2.46023367/4840 [===================>..........] - ETA: 1s - loss: 10.4916 - mean_absolute_error: 2.46103413/4840 [====================>.........] - ETA: 1s - loss: 10.4841 - mean_absolute_error: 2.45973458/4840 [====================>.........] - ETA: 1s - loss: 10.4786 - mean_absolute_error: 2.45933504/4840 [====================>.........] - ETA: 1s - loss: 10.4810 - mean_absolute_error: 2.45973549/4840 [====================>.........] - ETA: 1s - loss: 10.4794 - mean_absolute_error: 2.45963595/4840 [=====================>........] - ETA: 1s - loss: 10.4805 - mean_absolute_error: 2.45953640/4840 [=====================>........] - ETA: 1s - loss: 10.4847 - mean_absolute_error: 2.45983683/4840 [=====================>........] - ETA: 1s - loss: 10.4904 - mean_absolute_error: 2.46043730/4840 [======================>.......] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45913777/4840 [======================>.......] - ETA: 1s - loss: 10.4792 - mean_absolute_error: 2.45923822/4840 [======================>.......] - ETA: 1s - loss: 10.4864 - mean_absolute_error: 2.45993866/4840 [======================>.......] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.46123912/4840 [=======================>......] - ETA: 1s - loss: 10.4813 - mean_absolute_error: 2.46013957/4840 [=======================>......] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.46084002/4840 [=======================>......] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46134048/4840 [========================>.....] - ETA: 0s - loss: 10.4867 - mean_absolute_error: 2.46084093/4840 [========================>.....] - ETA: 0s - loss: 10.4864 - mean_absolute_error: 2.46044138/4840 [========================>.....] - ETA: 0s - loss: 10.4842 - mean_absolute_error: 2.46034183/4840 [========================>.....] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.46154228/4840 [=========================>....] - ETA: 0s - loss: 10.4913 - mean_absolute_error: 2.46174275/4840 [=========================>....] - ETA: 0s - loss: 10.4904 - mean_absolute_error: 2.46164320/4840 [=========================>....] - ETA: 0s - loss: 10.4862 - mean_absolute_error: 2.46104366/4840 [==========================>...] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.46154412/4840 [==========================>...] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.46164457/4840 [==========================>...] - ETA: 0s - loss: 10.4934 - mean_absolute_error: 2.46184502/4840 [==========================>...] - ETA: 0s - loss: 10.4931 - mean_absolute_error: 2.46184547/4840 [===========================>..] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46224592/4840 [===========================>..] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46234637/4840 [===========================>..] - ETA: 0s - loss: 10.4982 - mean_absolute_error: 2.46234683/4840 [============================>.] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46314729/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46244776/4840 [============================>.] - ETA: 0s - loss: 10.5063 - mean_absolute_error: 2.46284820/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46214840/4840 [==============================] - 6s 1ms/step - loss: 10.5045 - mean_absolute_error: 2.4622 - val_loss: 11.4830 - val_mean_absolute_error: 2.5809
Epoch 45/100
   1/4840 [..............................] - ETA: 9s - loss: 12.6529 - mean_absolute_error: 2.9267  38/4840 [..............................] - ETA: 6s - loss: 10.6537 - mean_absolute_error: 2.4947  82/4840 [..............................] - ETA: 5s - loss: 10.6766 - mean_absolute_error: 2.4939 128/4840 [..............................] - ETA: 5s - loss: 10.5095 - mean_absolute_error: 2.4675 173/4840 [>.............................] - ETA: 5s - loss: 10.4580 - mean_absolute_error: 2.4652 219/4840 [>.............................] - ETA: 5s - loss: 10.4436 - mean_absolute_error: 2.4608 265/4840 [>.............................] - ETA: 5s - loss: 10.4687 - mean_absolute_error: 2.4642 310/4840 [>.............................] - ETA: 5s - loss: 10.4441 - mean_absolute_error: 2.4562 356/4840 [=>............................] - ETA: 5s - loss: 10.4674 - mean_absolute_error: 2.4623 402/4840 [=>............................] - ETA: 5s - loss: 10.4788 - mean_absolute_error: 2.4633 447/4840 [=>............................] - ETA: 4s - loss: 10.4496 - mean_absolute_error: 2.4616 493/4840 [==>...........................] - ETA: 4s - loss: 10.4875 - mean_absolute_error: 2.4656 540/4840 [==>...........................] - ETA: 4s - loss: 10.4432 - mean_absolute_error: 2.4582 586/4840 [==>...........................] - ETA: 4s - loss: 10.3933 - mean_absolute_error: 2.4531 632/4840 [==>...........................] - ETA: 4s - loss: 10.3980 - mean_absolute_error: 2.4555 677/4840 [===>..........................] - ETA: 4s - loss: 10.3976 - mean_absolute_error: 2.4525 723/4840 [===>..........................] - ETA: 4s - loss: 10.4105 - mean_absolute_error: 2.4532 768/4840 [===>..........................] - ETA: 4s - loss: 10.4028 - mean_absolute_error: 2.4519 815/4840 [====>.........................] - ETA: 4s - loss: 10.3896 - mean_absolute_error: 2.4489 862/4840 [====>.........................] - ETA: 4s - loss: 10.4044 - mean_absolute_error: 2.4503 907/4840 [====>.........................] - ETA: 4s - loss: 10.4351 - mean_absolute_error: 2.4549 951/4840 [====>.........................] - ETA: 4s - loss: 10.4466 - mean_absolute_error: 2.4573 996/4840 [=====>........................] - ETA: 4s - loss: 10.4263 - mean_absolute_error: 2.45441041/4840 [=====>........................] - ETA: 4s - loss: 10.4295 - mean_absolute_error: 2.45451087/4840 [=====>........................] - ETA: 4s - loss: 10.4334 - mean_absolute_error: 2.45521133/4840 [======>.......................] - ETA: 4s - loss: 10.4485 - mean_absolute_error: 2.45821178/4840 [======>.......................] - ETA: 4s - loss: 10.4484 - mean_absolute_error: 2.45751224/4840 [======>.......................] - ETA: 4s - loss: 10.4421 - mean_absolute_error: 2.45771270/4840 [======>.......................] - ETA: 3s - loss: 10.4415 - mean_absolute_error: 2.45751315/4840 [=======>......................] - ETA: 3s - loss: 10.4561 - mean_absolute_error: 2.45951359/4840 [=======>......................] - ETA: 3s - loss: 10.4759 - mean_absolute_error: 2.46181405/4840 [=======>......................] - ETA: 3s - loss: 10.4534 - mean_absolute_error: 2.45911451/4840 [=======>......................] - ETA: 3s - loss: 10.4625 - mean_absolute_error: 2.46101497/4840 [========>.....................] - ETA: 3s - loss: 10.4563 - mean_absolute_error: 2.45911544/4840 [========>.....................] - ETA: 3s - loss: 10.4696 - mean_absolute_error: 2.46151590/4840 [========>.....................] - ETA: 3s - loss: 10.4918 - mean_absolute_error: 2.46481636/4840 [=========>....................] - ETA: 3s - loss: 10.5080 - mean_absolute_error: 2.46711683/4840 [=========>....................] - ETA: 3s - loss: 10.4898 - mean_absolute_error: 2.46561727/4840 [=========>....................] - ETA: 3s - loss: 10.4966 - mean_absolute_error: 2.46621773/4840 [=========>....................] - ETA: 3s - loss: 10.4868 - mean_absolute_error: 2.46531819/4840 [==========>...................] - ETA: 3s - loss: 10.4865 - mean_absolute_error: 2.46551863/4840 [==========>...................] - ETA: 3s - loss: 10.4922 - mean_absolute_error: 2.46571908/4840 [==========>...................] - ETA: 3s - loss: 10.4995 - mean_absolute_error: 2.46631954/4840 [===========>..................] - ETA: 3s - loss: 10.5090 - mean_absolute_error: 2.46711999/4840 [===========>..................] - ETA: 3s - loss: 10.5408 - mean_absolute_error: 2.47012046/4840 [===========>..................] - ETA: 3s - loss: 10.5437 - mean_absolute_error: 2.47012090/4840 [===========>..................] - ETA: 3s - loss: 10.5461 - mean_absolute_error: 2.47012135/4840 [============>.................] - ETA: 3s - loss: 10.5314 - mean_absolute_error: 2.46792181/4840 [============>.................] - ETA: 2s - loss: 10.5295 - mean_absolute_error: 2.46772226/4840 [============>.................] - ETA: 2s - loss: 10.5270 - mean_absolute_error: 2.46742270/4840 [=============>................] - ETA: 2s - loss: 10.5300 - mean_absolute_error: 2.46762315/4840 [=============>................] - ETA: 2s - loss: 10.5148 - mean_absolute_error: 2.46532362/4840 [=============>................] - ETA: 2s - loss: 10.5214 - mean_absolute_error: 2.46582408/4840 [=============>................] - ETA: 2s - loss: 10.5122 - mean_absolute_error: 2.46482453/4840 [==============>...............] - ETA: 2s - loss: 10.5056 - mean_absolute_error: 2.46392499/4840 [==============>...............] - ETA: 2s - loss: 10.4916 - mean_absolute_error: 2.46192545/4840 [==============>...............] - ETA: 2s - loss: 10.4928 - mean_absolute_error: 2.46182591/4840 [===============>..............] - ETA: 2s - loss: 10.4858 - mean_absolute_error: 2.46112638/4840 [===============>..............] - ETA: 2s - loss: 10.4854 - mean_absolute_error: 2.46142685/4840 [===============>..............] - ETA: 2s - loss: 10.4853 - mean_absolute_error: 2.46142731/4840 [===============>..............] - ETA: 2s - loss: 10.4866 - mean_absolute_error: 2.46162775/4840 [================>.............] - ETA: 2s - loss: 10.4833 - mean_absolute_error: 2.46122821/4840 [================>.............] - ETA: 2s - loss: 10.4907 - mean_absolute_error: 2.46222861/4840 [================>.............] - ETA: 2s - loss: 10.4952 - mean_absolute_error: 2.46262906/4840 [=================>............] - ETA: 2s - loss: 10.5109 - mean_absolute_error: 2.46472952/4840 [=================>............] - ETA: 2s - loss: 10.5103 - mean_absolute_error: 2.46512998/4840 [=================>............] - ETA: 2s - loss: 10.5087 - mean_absolute_error: 2.46493044/4840 [=================>............] - ETA: 2s - loss: 10.5104 - mean_absolute_error: 2.46533089/4840 [==================>...........] - ETA: 1s - loss: 10.5225 - mean_absolute_error: 2.46683134/4840 [==================>...........] - ETA: 1s - loss: 10.5310 - mean_absolute_error: 2.46773179/4840 [==================>...........] - ETA: 1s - loss: 10.5415 - mean_absolute_error: 2.46883224/4840 [==================>...........] - ETA: 1s - loss: 10.5449 - mean_absolute_error: 2.46953270/4840 [===================>..........] - ETA: 1s - loss: 10.5409 - mean_absolute_error: 2.46883315/4840 [===================>..........] - ETA: 1s - loss: 10.5436 - mean_absolute_error: 2.46933360/4840 [===================>..........] - ETA: 1s - loss: 10.5493 - mean_absolute_error: 2.46983406/4840 [====================>.........] - ETA: 1s - loss: 10.5462 - mean_absolute_error: 2.46953451/4840 [====================>.........] - ETA: 1s - loss: 10.5372 - mean_absolute_error: 2.46833495/4840 [====================>.........] - ETA: 1s - loss: 10.5390 - mean_absolute_error: 2.46823540/4840 [====================>.........] - ETA: 1s - loss: 10.5352 - mean_absolute_error: 2.46753586/4840 [=====================>........] - ETA: 1s - loss: 10.5350 - mean_absolute_error: 2.46733632/4840 [=====================>........] - ETA: 1s - loss: 10.5280 - mean_absolute_error: 2.46653675/4840 [=====================>........] - ETA: 1s - loss: 10.5256 - mean_absolute_error: 2.46653719/4840 [======================>.......] - ETA: 1s - loss: 10.5159 - mean_absolute_error: 2.46513764/4840 [======================>.......] - ETA: 1s - loss: 10.5154 - mean_absolute_error: 2.46523811/4840 [======================>.......] - ETA: 1s - loss: 10.5134 - mean_absolute_error: 2.46523858/4840 [======================>.......] - ETA: 1s - loss: 10.5238 - mean_absolute_error: 2.46653905/4840 [=======================>......] - ETA: 1s - loss: 10.5335 - mean_absolute_error: 2.46743952/4840 [=======================>......] - ETA: 0s - loss: 10.5320 - mean_absolute_error: 2.46733998/4840 [=======================>......] - ETA: 0s - loss: 10.5351 - mean_absolute_error: 2.46794044/4840 [========================>.....] - ETA: 0s - loss: 10.5291 - mean_absolute_error: 2.46694089/4840 [========================>.....] - ETA: 0s - loss: 10.5265 - mean_absolute_error: 2.46644135/4840 [========================>.....] - ETA: 0s - loss: 10.5238 - mean_absolute_error: 2.46584181/4840 [========================>.....] - ETA: 0s - loss: 10.5217 - mean_absolute_error: 2.46504227/4840 [=========================>....] - ETA: 0s - loss: 10.5220 - mean_absolute_error: 2.46494272/4840 [=========================>....] - ETA: 0s - loss: 10.5269 - mean_absolute_error: 2.46574318/4840 [=========================>....] - ETA: 0s - loss: 10.5231 - mean_absolute_error: 2.46504363/4840 [==========================>...] - ETA: 0s - loss: 10.5265 - mean_absolute_error: 2.46564407/4840 [==========================>...] - ETA: 0s - loss: 10.5178 - mean_absolute_error: 2.46474452/4840 [==========================>...] - ETA: 0s - loss: 10.5184 - mean_absolute_error: 2.46504498/4840 [==========================>...] - ETA: 0s - loss: 10.5157 - mean_absolute_error: 2.46464543/4840 [===========================>..] - ETA: 0s - loss: 10.5139 - mean_absolute_error: 2.46414588/4840 [===========================>..] - ETA: 0s - loss: 10.5118 - mean_absolute_error: 2.46384634/4840 [===========================>..] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46294678/4840 [===========================>..] - ETA: 0s - loss: 10.5090 - mean_absolute_error: 2.46334723/4840 [============================>.] - ETA: 0s - loss: 10.5058 - mean_absolute_error: 2.46264769/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46224815/4840 [============================>.] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46244840/4840 [==============================] - 6s 1ms/step - loss: 10.5037 - mean_absolute_error: 2.4624 - val_loss: 11.4819 - val_mean_absolute_error: 2.5809
Epoch 46/100
   1/4840 [..............................] - ETA: 9s - loss: 11.6392 - mean_absolute_error: 2.6191  47/4840 [..............................] - ETA: 5s - loss: 10.0669 - mean_absolute_error: 2.3974  93/4840 [..............................] - ETA: 5s - loss: 10.4997 - mean_absolute_error: 2.4643 138/4840 [..............................] - ETA: 5s - loss: 10.4686 - mean_absolute_error: 2.4606 185/4840 [>.............................] - ETA: 5s - loss: 10.4590 - mean_absolute_error: 2.4497 230/4840 [>.............................] - ETA: 5s - loss: 10.3648 - mean_absolute_error: 2.4408 275/4840 [>.............................] - ETA: 5s - loss: 10.5032 - mean_absolute_error: 2.4582 321/4840 [>.............................] - ETA: 5s - loss: 10.5256 - mean_absolute_error: 2.4622 368/4840 [=>............................] - ETA: 4s - loss: 10.4909 - mean_absolute_error: 2.4532 414/4840 [=>............................] - ETA: 4s - loss: 10.5081 - mean_absolute_error: 2.4549 460/4840 [=>............................] - ETA: 4s - loss: 10.5427 - mean_absolute_error: 2.4626 507/4840 [==>...........................] - ETA: 4s - loss: 10.4653 - mean_absolute_error: 2.4532 552/4840 [==>...........................] - ETA: 4s - loss: 10.4368 - mean_absolute_error: 2.4486 598/4840 [==>...........................] - ETA: 4s - loss: 10.4440 - mean_absolute_error: 2.4497 643/4840 [==>...........................] - ETA: 4s - loss: 10.4468 - mean_absolute_error: 2.4519 689/4840 [===>..........................] - ETA: 4s - loss: 10.4822 - mean_absolute_error: 2.4577 734/4840 [===>..........................] - ETA: 4s - loss: 10.5033 - mean_absolute_error: 2.4601 780/4840 [===>..........................] - ETA: 4s - loss: 10.4528 - mean_absolute_error: 2.4534 826/4840 [====>.........................] - ETA: 4s - loss: 10.4545 - mean_absolute_error: 2.4530 871/4840 [====>.........................] - ETA: 4s - loss: 10.4500 - mean_absolute_error: 2.4514 917/4840 [====>.........................] - ETA: 4s - loss: 10.4465 - mean_absolute_error: 2.4501 963/4840 [====>.........................] - ETA: 4s - loss: 10.4238 - mean_absolute_error: 2.44711008/4840 [=====>........................] - ETA: 4s - loss: 10.4238 - mean_absolute_error: 2.44641054/4840 [=====>........................] - ETA: 4s - loss: 10.4314 - mean_absolute_error: 2.44831098/4840 [=====>........................] - ETA: 4s - loss: 10.4472 - mean_absolute_error: 2.44941145/4840 [======>.......................] - ETA: 4s - loss: 10.4837 - mean_absolute_error: 2.45391190/4840 [======>.......................] - ETA: 4s - loss: 10.5039 - mean_absolute_error: 2.45671234/4840 [======>.......................] - ETA: 3s - loss: 10.5146 - mean_absolute_error: 2.45821280/4840 [======>.......................] - ETA: 3s - loss: 10.5363 - mean_absolute_error: 2.46141329/4840 [=======>......................] - ETA: 3s - loss: 10.5238 - mean_absolute_error: 2.46031377/4840 [=======>......................] - ETA: 3s - loss: 10.5245 - mean_absolute_error: 2.46001426/4840 [=======>......................] - ETA: 3s - loss: 10.5179 - mean_absolute_error: 2.45931479/4840 [========>.....................] - ETA: 3s - loss: 10.5179 - mean_absolute_error: 2.45951529/4840 [========>.....................] - ETA: 3s - loss: 10.5268 - mean_absolute_error: 2.46131576/4840 [========>.....................] - ETA: 3s - loss: 10.5262 - mean_absolute_error: 2.46111623/4840 [=========>....................] - ETA: 3s - loss: 10.5220 - mean_absolute_error: 2.46151668/4840 [=========>....................] - ETA: 3s - loss: 10.4977 - mean_absolute_error: 2.45851714/4840 [=========>....................] - ETA: 3s - loss: 10.5012 - mean_absolute_error: 2.45931758/4840 [=========>....................] - ETA: 3s - loss: 10.5138 - mean_absolute_error: 2.46161804/4840 [==========>...................] - ETA: 3s - loss: 10.5030 - mean_absolute_error: 2.46051850/4840 [==========>...................] - ETA: 3s - loss: 10.5007 - mean_absolute_error: 2.46091896/4840 [==========>...................] - ETA: 3s - loss: 10.4949 - mean_absolute_error: 2.46061943/4840 [===========>..................] - ETA: 3s - loss: 10.5033 - mean_absolute_error: 2.46271989/4840 [===========>..................] - ETA: 3s - loss: 10.5132 - mean_absolute_error: 2.46352034/4840 [===========>..................] - ETA: 3s - loss: 10.4972 - mean_absolute_error: 2.46142077/4840 [===========>..................] - ETA: 3s - loss: 10.4958 - mean_absolute_error: 2.46102122/4840 [============>.................] - ETA: 2s - loss: 10.4875 - mean_absolute_error: 2.45952167/4840 [============>.................] - ETA: 2s - loss: 10.4868 - mean_absolute_error: 2.45942214/4840 [============>.................] - ETA: 2s - loss: 10.4868 - mean_absolute_error: 2.45932260/4840 [=============>................] - ETA: 2s - loss: 10.4693 - mean_absolute_error: 2.45652304/4840 [=============>................] - ETA: 2s - loss: 10.4700 - mean_absolute_error: 2.45692350/4840 [=============>................] - ETA: 2s - loss: 10.4797 - mean_absolute_error: 2.45812397/4840 [=============>................] - ETA: 2s - loss: 10.4877 - mean_absolute_error: 2.45952442/4840 [==============>...............] - ETA: 2s - loss: 10.4900 - mean_absolute_error: 2.45972488/4840 [==============>...............] - ETA: 2s - loss: 10.4912 - mean_absolute_error: 2.45962533/4840 [==============>...............] - ETA: 2s - loss: 10.4898 - mean_absolute_error: 2.45992579/4840 [==============>...............] - ETA: 2s - loss: 10.4775 - mean_absolute_error: 2.45812623/4840 [===============>..............] - ETA: 2s - loss: 10.4887 - mean_absolute_error: 2.45982669/4840 [===============>..............] - ETA: 2s - loss: 10.4783 - mean_absolute_error: 2.45872714/4840 [===============>..............] - ETA: 2s - loss: 10.4769 - mean_absolute_error: 2.45792759/4840 [================>.............] - ETA: 2s - loss: 10.4671 - mean_absolute_error: 2.45702805/4840 [================>.............] - ETA: 2s - loss: 10.4611 - mean_absolute_error: 2.45632850/4840 [================>.............] - ETA: 2s - loss: 10.4519 - mean_absolute_error: 2.45532895/4840 [================>.............] - ETA: 2s - loss: 10.4462 - mean_absolute_error: 2.45482941/4840 [=================>............] - ETA: 2s - loss: 10.4471 - mean_absolute_error: 2.45452987/4840 [=================>............] - ETA: 2s - loss: 10.4426 - mean_absolute_error: 2.45403032/4840 [=================>............] - ETA: 1s - loss: 10.4371 - mean_absolute_error: 2.45323077/4840 [==================>...........] - ETA: 1s - loss: 10.4320 - mean_absolute_error: 2.45303123/4840 [==================>...........] - ETA: 1s - loss: 10.4291 - mean_absolute_error: 2.45263169/4840 [==================>...........] - ETA: 1s - loss: 10.4359 - mean_absolute_error: 2.45383213/4840 [==================>...........] - ETA: 1s - loss: 10.4348 - mean_absolute_error: 2.45393259/4840 [===================>..........] - ETA: 1s - loss: 10.4456 - mean_absolute_error: 2.45543305/4840 [===================>..........] - ETA: 1s - loss: 10.4459 - mean_absolute_error: 2.45553349/4840 [===================>..........] - ETA: 1s - loss: 10.4536 - mean_absolute_error: 2.45653395/4840 [====================>.........] - ETA: 1s - loss: 10.4616 - mean_absolute_error: 2.45733440/4840 [====================>.........] - ETA: 1s - loss: 10.4624 - mean_absolute_error: 2.45753487/4840 [====================>.........] - ETA: 1s - loss: 10.4641 - mean_absolute_error: 2.45753533/4840 [====================>.........] - ETA: 1s - loss: 10.4686 - mean_absolute_error: 2.45803579/4840 [=====================>........] - ETA: 1s - loss: 10.4695 - mean_absolute_error: 2.45793624/4840 [=====================>........] - ETA: 1s - loss: 10.4750 - mean_absolute_error: 2.45873671/4840 [=====================>........] - ETA: 1s - loss: 10.4710 - mean_absolute_error: 2.45823717/4840 [======================>.......] - ETA: 1s - loss: 10.4674 - mean_absolute_error: 2.45783764/4840 [======================>.......] - ETA: 1s - loss: 10.4755 - mean_absolute_error: 2.45883809/4840 [======================>.......] - ETA: 1s - loss: 10.4811 - mean_absolute_error: 2.45963854/4840 [======================>.......] - ETA: 1s - loss: 10.4866 - mean_absolute_error: 2.46013899/4840 [=======================>......] - ETA: 1s - loss: 10.4978 - mean_absolute_error: 2.46163945/4840 [=======================>......] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46173990/4840 [=======================>......] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46194036/4840 [========================>.....] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46164082/4840 [========================>.....] - ETA: 0s - loss: 10.4985 - mean_absolute_error: 2.46174127/4840 [========================>.....] - ETA: 0s - loss: 10.4911 - mean_absolute_error: 2.46074174/4840 [========================>.....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.46064221/4840 [=========================>....] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.46034267/4840 [=========================>....] - ETA: 0s - loss: 10.4805 - mean_absolute_error: 2.45984314/4840 [=========================>....] - ETA: 0s - loss: 10.4879 - mean_absolute_error: 2.46064360/4840 [==========================>...] - ETA: 0s - loss: 10.4853 - mean_absolute_error: 2.45984406/4840 [==========================>...] - ETA: 0s - loss: 10.4891 - mean_absolute_error: 2.46034452/4840 [==========================>...] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.46014496/4840 [==========================>...] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46114543/4840 [===========================>..] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46224589/4840 [===========================>..] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46224636/4840 [===========================>..] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46234681/4840 [============================>.] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46164727/4840 [============================>.] - ETA: 0s - loss: 10.4973 - mean_absolute_error: 2.46114771/4840 [============================>.] - ETA: 0s - loss: 10.5004 - mean_absolute_error: 2.46174817/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46194840/4840 [==============================] - 6s 1ms/step - loss: 10.5039 - mean_absolute_error: 2.4621 - val_loss: 11.4848 - val_mean_absolute_error: 2.5807
Epoch 47/100
   1/4840 [..............................] - ETA: 9s - loss: 10.7538 - mean_absolute_error: 2.5593  48/4840 [..............................] - ETA: 5s - loss: 9.6674 - mean_absolute_error: 2.3137   94/4840 [..............................] - ETA: 5s - loss: 10.4189 - mean_absolute_error: 2.4190 139/4840 [..............................] - ETA: 5s - loss: 10.3397 - mean_absolute_error: 2.4134 185/4840 [>.............................] - ETA: 5s - loss: 10.5695 - mean_absolute_error: 2.4541 233/4840 [>.............................] - ETA: 5s - loss: 10.5743 - mean_absolute_error: 2.4563 279/4840 [>.............................] - ETA: 5s - loss: 10.4961 - mean_absolute_error: 2.4453 323/4840 [=>............................] - ETA: 4s - loss: 10.4990 - mean_absolute_error: 2.4471 369/4840 [=>............................] - ETA: 4s - loss: 10.5245 - mean_absolute_error: 2.4553 414/4840 [=>............................] - ETA: 4s - loss: 10.5144 - mean_absolute_error: 2.4586 462/4840 [=>............................] - ETA: 4s - loss: 10.5252 - mean_absolute_error: 2.4608 510/4840 [==>...........................] - ETA: 4s - loss: 10.5941 - mean_absolute_error: 2.4712 555/4840 [==>...........................] - ETA: 4s - loss: 10.6025 - mean_absolute_error: 2.4739 599/4840 [==>...........................] - ETA: 4s - loss: 10.5831 - mean_absolute_error: 2.4731 645/4840 [==>...........................] - ETA: 4s - loss: 10.5211 - mean_absolute_error: 2.4637 692/4840 [===>..........................] - ETA: 4s - loss: 10.5042 - mean_absolute_error: 2.4616 738/4840 [===>..........................] - ETA: 4s - loss: 10.5595 - mean_absolute_error: 2.4690 784/4840 [===>..........................] - ETA: 4s - loss: 10.5712 - mean_absolute_error: 2.4718 831/4840 [====>.........................] - ETA: 4s - loss: 10.5796 - mean_absolute_error: 2.4720 878/4840 [====>.........................] - ETA: 4s - loss: 10.5686 - mean_absolute_error: 2.4708 922/4840 [====>.........................] - ETA: 4s - loss: 10.5401 - mean_absolute_error: 2.4675 968/4840 [=====>........................] - ETA: 4s - loss: 10.5353 - mean_absolute_error: 2.46631014/4840 [=====>........................] - ETA: 4s - loss: 10.5131 - mean_absolute_error: 2.46311060/4840 [=====>........................] - ETA: 4s - loss: 10.5155 - mean_absolute_error: 2.46311105/4840 [=====>........................] - ETA: 4s - loss: 10.4911 - mean_absolute_error: 2.46031151/4840 [======>.......................] - ETA: 4s - loss: 10.4726 - mean_absolute_error: 2.45761198/4840 [======>.......................] - ETA: 4s - loss: 10.4654 - mean_absolute_error: 2.45771244/4840 [======>.......................] - ETA: 3s - loss: 10.4654 - mean_absolute_error: 2.45831291/4840 [=======>......................] - ETA: 3s - loss: 10.4449 - mean_absolute_error: 2.45631337/4840 [=======>......................] - ETA: 3s - loss: 10.4546 - mean_absolute_error: 2.45761384/4840 [=======>......................] - ETA: 3s - loss: 10.4244 - mean_absolute_error: 2.45381431/4840 [=======>......................] - ETA: 3s - loss: 10.4257 - mean_absolute_error: 2.45431477/4840 [========>.....................] - ETA: 3s - loss: 10.4260 - mean_absolute_error: 2.45501522/4840 [========>.....................] - ETA: 3s - loss: 10.4109 - mean_absolute_error: 2.45341568/4840 [========>.....................] - ETA: 3s - loss: 10.4108 - mean_absolute_error: 2.45431615/4840 [=========>....................] - ETA: 3s - loss: 10.4105 - mean_absolute_error: 2.45501661/4840 [=========>....................] - ETA: 3s - loss: 10.4111 - mean_absolute_error: 2.45531707/4840 [=========>....................] - ETA: 3s - loss: 10.3913 - mean_absolute_error: 2.45271753/4840 [=========>....................] - ETA: 3s - loss: 10.3873 - mean_absolute_error: 2.45171799/4840 [==========>...................] - ETA: 3s - loss: 10.4175 - mean_absolute_error: 2.45501844/4840 [==========>...................] - ETA: 3s - loss: 10.4299 - mean_absolute_error: 2.45641889/4840 [==========>...................] - ETA: 3s - loss: 10.4202 - mean_absolute_error: 2.45491935/4840 [==========>...................] - ETA: 3s - loss: 10.4172 - mean_absolute_error: 2.45401982/4840 [===========>..................] - ETA: 3s - loss: 10.4335 - mean_absolute_error: 2.45662029/4840 [===========>..................] - ETA: 3s - loss: 10.4362 - mean_absolute_error: 2.45622074/4840 [===========>..................] - ETA: 3s - loss: 10.4462 - mean_absolute_error: 2.45722119/4840 [============>.................] - ETA: 2s - loss: 10.4381 - mean_absolute_error: 2.45672165/4840 [============>.................] - ETA: 2s - loss: 10.4286 - mean_absolute_error: 2.45502210/4840 [============>.................] - ETA: 2s - loss: 10.4383 - mean_absolute_error: 2.45562255/4840 [============>.................] - ETA: 2s - loss: 10.4448 - mean_absolute_error: 2.45612300/4840 [=============>................] - ETA: 2s - loss: 10.4427 - mean_absolute_error: 2.45582345/4840 [=============>................] - ETA: 2s - loss: 10.4430 - mean_absolute_error: 2.45592390/4840 [=============>................] - ETA: 2s - loss: 10.4297 - mean_absolute_error: 2.45412433/4840 [==============>...............] - ETA: 2s - loss: 10.4193 - mean_absolute_error: 2.45262479/4840 [==============>...............] - ETA: 2s - loss: 10.4139 - mean_absolute_error: 2.45182525/4840 [==============>...............] - ETA: 2s - loss: 10.4345 - mean_absolute_error: 2.45402570/4840 [==============>...............] - ETA: 2s - loss: 10.4360 - mean_absolute_error: 2.45342614/4840 [===============>..............] - ETA: 2s - loss: 10.4258 - mean_absolute_error: 2.45212659/4840 [===============>..............] - ETA: 2s - loss: 10.4283 - mean_absolute_error: 2.45222705/4840 [===============>..............] - ETA: 2s - loss: 10.4336 - mean_absolute_error: 2.45322750/4840 [================>.............] - ETA: 2s - loss: 10.4500 - mean_absolute_error: 2.45512796/4840 [================>.............] - ETA: 2s - loss: 10.4610 - mean_absolute_error: 2.45692843/4840 [================>.............] - ETA: 2s - loss: 10.4641 - mean_absolute_error: 2.45692888/4840 [================>.............] - ETA: 2s - loss: 10.4570 - mean_absolute_error: 2.45542933/4840 [=================>............] - ETA: 2s - loss: 10.4556 - mean_absolute_error: 2.45492979/4840 [=================>............] - ETA: 2s - loss: 10.4579 - mean_absolute_error: 2.45543025/4840 [=================>............] - ETA: 2s - loss: 10.4713 - mean_absolute_error: 2.45673070/4840 [==================>...........] - ETA: 1s - loss: 10.4723 - mean_absolute_error: 2.45713114/4840 [==================>...........] - ETA: 1s - loss: 10.4748 - mean_absolute_error: 2.45753160/4840 [==================>...........] - ETA: 1s - loss: 10.4750 - mean_absolute_error: 2.45773205/4840 [==================>...........] - ETA: 1s - loss: 10.4742 - mean_absolute_error: 2.45793251/4840 [===================>..........] - ETA: 1s - loss: 10.4780 - mean_absolute_error: 2.45853297/4840 [===================>..........] - ETA: 1s - loss: 10.4795 - mean_absolute_error: 2.45883343/4840 [===================>..........] - ETA: 1s - loss: 10.4848 - mean_absolute_error: 2.45993389/4840 [====================>.........] - ETA: 1s - loss: 10.4881 - mean_absolute_error: 2.46033435/4840 [====================>.........] - ETA: 1s - loss: 10.4882 - mean_absolute_error: 2.46063480/4840 [====================>.........] - ETA: 1s - loss: 10.4990 - mean_absolute_error: 2.46173525/4840 [====================>.........] - ETA: 1s - loss: 10.5025 - mean_absolute_error: 2.46193571/4840 [=====================>........] - ETA: 1s - loss: 10.4956 - mean_absolute_error: 2.46103617/4840 [=====================>........] - ETA: 1s - loss: 10.4934 - mean_absolute_error: 2.46023662/4840 [=====================>........] - ETA: 1s - loss: 10.4882 - mean_absolute_error: 2.45923708/4840 [=====================>........] - ETA: 1s - loss: 10.4937 - mean_absolute_error: 2.46003754/4840 [======================>.......] - ETA: 1s - loss: 10.4850 - mean_absolute_error: 2.45903800/4840 [======================>.......] - ETA: 1s - loss: 10.4874 - mean_absolute_error: 2.45943846/4840 [======================>.......] - ETA: 1s - loss: 10.4849 - mean_absolute_error: 2.45943891/4840 [=======================>......] - ETA: 1s - loss: 10.4888 - mean_absolute_error: 2.45993937/4840 [=======================>......] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.45983984/4840 [=======================>......] - ETA: 0s - loss: 10.4834 - mean_absolute_error: 2.45934030/4840 [=======================>......] - ETA: 0s - loss: 10.4842 - mean_absolute_error: 2.45924077/4840 [========================>.....] - ETA: 0s - loss: 10.4834 - mean_absolute_error: 2.45924124/4840 [========================>.....] - ETA: 0s - loss: 10.4808 - mean_absolute_error: 2.45904171/4840 [========================>.....] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.45924216/4840 [=========================>....] - ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45894262/4840 [=========================>....] - ETA: 0s - loss: 10.4758 - mean_absolute_error: 2.45854309/4840 [=========================>....] - ETA: 0s - loss: 10.4792 - mean_absolute_error: 2.45914356/4840 [==========================>...] - ETA: 0s - loss: 10.4776 - mean_absolute_error: 2.45894402/4840 [==========================>...] - ETA: 0s - loss: 10.4886 - mean_absolute_error: 2.46044448/4840 [==========================>...] - ETA: 0s - loss: 10.4840 - mean_absolute_error: 2.46004494/4840 [==========================>...] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.46044539/4840 [===========================>..] - ETA: 0s - loss: 10.4894 - mean_absolute_error: 2.46094584/4840 [===========================>..] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.46064631/4840 [===========================>..] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.46124678/4840 [===========================>..] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46144725/4840 [============================>.] - ETA: 0s - loss: 10.4940 - mean_absolute_error: 2.46104772/4840 [============================>.] - ETA: 0s - loss: 10.4959 - mean_absolute_error: 2.46124819/4840 [============================>.] - ETA: 0s - loss: 10.4990 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4620 - val_loss: 11.4868 - val_mean_absolute_error: 2.5808
Epoch 48/100
   1/4840 [..............................] - ETA: 9s - loss: 10.2173 - mean_absolute_error: 2.4448  47/4840 [..............................] - ETA: 5s - loss: 10.6531 - mean_absolute_error: 2.4693  92/4840 [..............................] - ETA: 5s - loss: 10.5985 - mean_absolute_error: 2.4731 138/4840 [..............................] - ETA: 5s - loss: 10.4421 - mean_absolute_error: 2.4606 184/4840 [>.............................] - ETA: 5s - loss: 10.3698 - mean_absolute_error: 2.4467 228/4840 [>.............................] - ETA: 5s - loss: 10.4002 - mean_absolute_error: 2.4528 273/4840 [>.............................] - ETA: 5s - loss: 10.2776 - mean_absolute_error: 2.4364 319/4840 [>.............................] - ETA: 5s - loss: 10.3903 - mean_absolute_error: 2.4484 365/4840 [=>............................] - ETA: 4s - loss: 10.4144 - mean_absolute_error: 2.4510 412/4840 [=>............................] - ETA: 4s - loss: 10.4023 - mean_absolute_error: 2.4544 456/4840 [=>............................] - ETA: 4s - loss: 10.4176 - mean_absolute_error: 2.4534 503/4840 [==>...........................] - ETA: 4s - loss: 10.4190 - mean_absolute_error: 2.4569 549/4840 [==>...........................] - ETA: 4s - loss: 10.3731 - mean_absolute_error: 2.4514 594/4840 [==>...........................] - ETA: 4s - loss: 10.3312 - mean_absolute_error: 2.4458 640/4840 [==>...........................] - ETA: 4s - loss: 10.3423 - mean_absolute_error: 2.4452 685/4840 [===>..........................] - ETA: 4s - loss: 10.3428 - mean_absolute_error: 2.4452 731/4840 [===>..........................] - ETA: 4s - loss: 10.3349 - mean_absolute_error: 2.4437 777/4840 [===>..........................] - ETA: 4s - loss: 10.3220 - mean_absolute_error: 2.4426 822/4840 [====>.........................] - ETA: 4s - loss: 10.3086 - mean_absolute_error: 2.4415 869/4840 [====>.........................] - ETA: 4s - loss: 10.3190 - mean_absolute_error: 2.4426 914/4840 [====>.........................] - ETA: 4s - loss: 10.3131 - mean_absolute_error: 2.4420 960/4840 [====>.........................] - ETA: 4s - loss: 10.3104 - mean_absolute_error: 2.44121005/4840 [=====>........................] - ETA: 4s - loss: 10.3189 - mean_absolute_error: 2.44191049/4840 [=====>........................] - ETA: 4s - loss: 10.3266 - mean_absolute_error: 2.44251093/4840 [=====>........................] - ETA: 4s - loss: 10.3361 - mean_absolute_error: 2.44271132/4840 [======>.......................] - ETA: 4s - loss: 10.3327 - mean_absolute_error: 2.44241171/4840 [======>.......................] - ETA: 4s - loss: 10.3561 - mean_absolute_error: 2.44441209/4840 [======>.......................] - ETA: 4s - loss: 10.3619 - mean_absolute_error: 2.44581255/4840 [======>.......................] - ETA: 4s - loss: 10.3645 - mean_absolute_error: 2.44641291/4840 [=======>......................] - ETA: 4s - loss: 10.3516 - mean_absolute_error: 2.44471323/4840 [=======>......................] - ETA: 4s - loss: 10.3387 - mean_absolute_error: 2.44251364/4840 [=======>......................] - ETA: 3s - loss: 10.3272 - mean_absolute_error: 2.43971408/4840 [=======>......................] - ETA: 3s - loss: 10.3250 - mean_absolute_error: 2.43951453/4840 [========>.....................] - ETA: 3s - loss: 10.3549 - mean_absolute_error: 2.44271496/4840 [========>.....................] - ETA: 3s - loss: 10.3655 - mean_absolute_error: 2.44431538/4840 [========>.....................] - ETA: 3s - loss: 10.3673 - mean_absolute_error: 2.44341584/4840 [========>.....................] - ETA: 3s - loss: 10.3857 - mean_absolute_error: 2.44551629/4840 [=========>....................] - ETA: 3s - loss: 10.3885 - mean_absolute_error: 2.44541672/4840 [=========>....................] - ETA: 3s - loss: 10.3881 - mean_absolute_error: 2.44481720/4840 [=========>....................] - ETA: 3s - loss: 10.3923 - mean_absolute_error: 2.44541766/4840 [=========>....................] - ETA: 3s - loss: 10.3911 - mean_absolute_error: 2.44541813/4840 [==========>...................] - ETA: 3s - loss: 10.3925 - mean_absolute_error: 2.44621857/4840 [==========>...................] - ETA: 3s - loss: 10.4067 - mean_absolute_error: 2.44791903/4840 [==========>...................] - ETA: 3s - loss: 10.4192 - mean_absolute_error: 2.44931950/4840 [===========>..................] - ETA: 3s - loss: 10.4256 - mean_absolute_error: 2.45001995/4840 [===========>..................] - ETA: 3s - loss: 10.4238 - mean_absolute_error: 2.45072041/4840 [===========>..................] - ETA: 3s - loss: 10.4323 - mean_absolute_error: 2.45202085/4840 [===========>..................] - ETA: 3s - loss: 10.4365 - mean_absolute_error: 2.45212130/4840 [============>.................] - ETA: 3s - loss: 10.4330 - mean_absolute_error: 2.45162178/4840 [============>.................] - ETA: 3s - loss: 10.4409 - mean_absolute_error: 2.45262223/4840 [============>.................] - ETA: 2s - loss: 10.4353 - mean_absolute_error: 2.45232269/4840 [=============>................] - ETA: 2s - loss: 10.4519 - mean_absolute_error: 2.45382316/4840 [=============>................] - ETA: 2s - loss: 10.4578 - mean_absolute_error: 2.45472363/4840 [=============>................] - ETA: 2s - loss: 10.4614 - mean_absolute_error: 2.45572408/4840 [=============>................] - ETA: 2s - loss: 10.4591 - mean_absolute_error: 2.45572455/4840 [==============>...............] - ETA: 2s - loss: 10.4587 - mean_absolute_error: 2.45512499/4840 [==============>...............] - ETA: 2s - loss: 10.4585 - mean_absolute_error: 2.45512544/4840 [==============>...............] - ETA: 2s - loss: 10.4588 - mean_absolute_error: 2.45482590/4840 [===============>..............] - ETA: 2s - loss: 10.4521 - mean_absolute_error: 2.45402638/4840 [===============>..............] - ETA: 2s - loss: 10.4499 - mean_absolute_error: 2.45372684/4840 [===============>..............] - ETA: 2s - loss: 10.4485 - mean_absolute_error: 2.45362729/4840 [===============>..............] - ETA: 2s - loss: 10.4495 - mean_absolute_error: 2.45382775/4840 [================>.............] - ETA: 2s - loss: 10.4523 - mean_absolute_error: 2.45392820/4840 [================>.............] - ETA: 2s - loss: 10.4578 - mean_absolute_error: 2.45452867/4840 [================>.............] - ETA: 2s - loss: 10.4565 - mean_absolute_error: 2.45432915/4840 [=================>............] - ETA: 2s - loss: 10.4509 - mean_absolute_error: 2.45302961/4840 [=================>............] - ETA: 2s - loss: 10.4446 - mean_absolute_error: 2.45173007/4840 [=================>............] - ETA: 2s - loss: 10.4468 - mean_absolute_error: 2.45233053/4840 [=================>............] - ETA: 2s - loss: 10.4480 - mean_absolute_error: 2.45313100/4840 [==================>...........] - ETA: 1s - loss: 10.4496 - mean_absolute_error: 2.45313145/4840 [==================>...........] - ETA: 1s - loss: 10.4555 - mean_absolute_error: 2.45373192/4840 [==================>...........] - ETA: 1s - loss: 10.4568 - mean_absolute_error: 2.45363237/4840 [===================>..........] - ETA: 1s - loss: 10.4544 - mean_absolute_error: 2.45323282/4840 [===================>..........] - ETA: 1s - loss: 10.4558 - mean_absolute_error: 2.45363328/4840 [===================>..........] - ETA: 1s - loss: 10.4690 - mean_absolute_error: 2.45513376/4840 [===================>..........] - ETA: 1s - loss: 10.4703 - mean_absolute_error: 2.45573421/4840 [====================>.........] - ETA: 1s - loss: 10.4717 - mean_absolute_error: 2.45583467/4840 [====================>.........] - ETA: 1s - loss: 10.4684 - mean_absolute_error: 2.45583513/4840 [====================>.........] - ETA: 1s - loss: 10.4646 - mean_absolute_error: 2.45563559/4840 [=====================>........] - ETA: 1s - loss: 10.4663 - mean_absolute_error: 2.45593606/4840 [=====================>........] - ETA: 1s - loss: 10.4711 - mean_absolute_error: 2.45653653/4840 [=====================>........] - ETA: 1s - loss: 10.4766 - mean_absolute_error: 2.45723698/4840 [=====================>........] - ETA: 1s - loss: 10.4717 - mean_absolute_error: 2.45643743/4840 [======================>.......] - ETA: 1s - loss: 10.4750 - mean_absolute_error: 2.45723789/4840 [======================>.......] - ETA: 1s - loss: 10.4755 - mean_absolute_error: 2.45763836/4840 [======================>.......] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45863882/4840 [=======================>......] - ETA: 1s - loss: 10.4770 - mean_absolute_error: 2.45803929/4840 [=======================>......] - ETA: 1s - loss: 10.4783 - mean_absolute_error: 2.45813975/4840 [=======================>......] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.45854021/4840 [=======================>......] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46074066/4840 [========================>.....] - ETA: 0s - loss: 10.5012 - mean_absolute_error: 2.46124112/4840 [========================>.....] - ETA: 0s - loss: 10.5005 - mean_absolute_error: 2.46144157/4840 [========================>.....] - ETA: 0s - loss: 10.4984 - mean_absolute_error: 2.46104202/4840 [=========================>....] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.46054248/4840 [=========================>....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45984293/4840 [=========================>....] - ETA: 0s - loss: 10.4836 - mean_absolute_error: 2.45904340/4840 [=========================>....] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.45914384/4840 [==========================>...] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.45894431/4840 [==========================>...] - ETA: 0s - loss: 10.4845 - mean_absolute_error: 2.45904476/4840 [==========================>...] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.46054520/4840 [===========================>..] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46114564/4840 [===========================>..] - ETA: 0s - loss: 10.5013 - mean_absolute_error: 2.46124609/4840 [===========================>..] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46074653/4840 [===========================>..] - ETA: 0s - loss: 10.4944 - mean_absolute_error: 2.46084700/4840 [============================>.] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46094743/4840 [============================>.] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46214788/4840 [============================>.] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46214833/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5034 - mean_absolute_error: 2.4618 - val_loss: 11.4873 - val_mean_absolute_error: 2.5814
Epoch 49/100
   1/4840 [..............................] - ETA: 9s - loss: 10.3469 - mean_absolute_error: 2.4265  46/4840 [..............................] - ETA: 5s - loss: 10.1603 - mean_absolute_error: 2.4439  92/4840 [..............................] - ETA: 5s - loss: 9.8983 - mean_absolute_error: 2.4065  136/4840 [..............................] - ETA: 5s - loss: 10.0384 - mean_absolute_error: 2.4070 180/4840 [>.............................] - ETA: 5s - loss: 10.1796 - mean_absolute_error: 2.4245 223/4840 [>.............................] - ETA: 5s - loss: 10.1611 - mean_absolute_error: 2.4237 269/4840 [>.............................] - ETA: 5s - loss: 10.3018 - mean_absolute_error: 2.4424 315/4840 [>.............................] - ETA: 5s - loss: 10.2523 - mean_absolute_error: 2.4356 361/4840 [=>............................] - ETA: 5s - loss: 10.2860 - mean_absolute_error: 2.4395 405/4840 [=>............................] - ETA: 5s - loss: 10.3701 - mean_absolute_error: 2.4495 450/4840 [=>............................] - ETA: 4s - loss: 10.3412 - mean_absolute_error: 2.4435 495/4840 [==>...........................] - ETA: 4s - loss: 10.3106 - mean_absolute_error: 2.4392 539/4840 [==>...........................] - ETA: 4s - loss: 10.3038 - mean_absolute_error: 2.4383 584/4840 [==>...........................] - ETA: 4s - loss: 10.2860 - mean_absolute_error: 2.4351 629/4840 [==>...........................] - ETA: 4s - loss: 10.2911 - mean_absolute_error: 2.4355 674/4840 [===>..........................] - ETA: 4s - loss: 10.3094 - mean_absolute_error: 2.4368 719/4840 [===>..........................] - ETA: 4s - loss: 10.2905 - mean_absolute_error: 2.4343 761/4840 [===>..........................] - ETA: 4s - loss: 10.2891 - mean_absolute_error: 2.4344 803/4840 [===>..........................] - ETA: 4s - loss: 10.3255 - mean_absolute_error: 2.4392 848/4840 [====>.........................] - ETA: 4s - loss: 10.3650 - mean_absolute_error: 2.4452 893/4840 [====>.........................] - ETA: 4s - loss: 10.3584 - mean_absolute_error: 2.4442 939/4840 [====>.........................] - ETA: 4s - loss: 10.3978 - mean_absolute_error: 2.4502 984/4840 [=====>........................] - ETA: 4s - loss: 10.4117 - mean_absolute_error: 2.45291028/4840 [=====>........................] - ETA: 4s - loss: 10.4059 - mean_absolute_error: 2.45171072/4840 [=====>........................] - ETA: 4s - loss: 10.3974 - mean_absolute_error: 2.45001118/4840 [=====>........................] - ETA: 4s - loss: 10.4163 - mean_absolute_error: 2.45261164/4840 [======>.......................] - ETA: 4s - loss: 10.4134 - mean_absolute_error: 2.45231209/4840 [======>.......................] - ETA: 4s - loss: 10.4123 - mean_absolute_error: 2.45221252/4840 [======>.......................] - ETA: 4s - loss: 10.4371 - mean_absolute_error: 2.45501300/4840 [=======>......................] - ETA: 3s - loss: 10.4467 - mean_absolute_error: 2.45611345/4840 [=======>......................] - ETA: 3s - loss: 10.4596 - mean_absolute_error: 2.45821390/4840 [=======>......................] - ETA: 3s - loss: 10.4606 - mean_absolute_error: 2.45861433/4840 [=======>......................] - ETA: 3s - loss: 10.4782 - mean_absolute_error: 2.45991478/4840 [========>.....................] - ETA: 3s - loss: 10.4662 - mean_absolute_error: 2.45811523/4840 [========>.....................] - ETA: 3s - loss: 10.4583 - mean_absolute_error: 2.45781569/4840 [========>.....................] - ETA: 3s - loss: 10.4564 - mean_absolute_error: 2.45821616/4840 [=========>....................] - ETA: 3s - loss: 10.4600 - mean_absolute_error: 2.45911662/4840 [=========>....................] - ETA: 3s - loss: 10.4600 - mean_absolute_error: 2.45931706/4840 [=========>....................] - ETA: 3s - loss: 10.4579 - mean_absolute_error: 2.45821752/4840 [=========>....................] - ETA: 3s - loss: 10.4548 - mean_absolute_error: 2.45821799/4840 [==========>...................] - ETA: 3s - loss: 10.4374 - mean_absolute_error: 2.45561844/4840 [==========>...................] - ETA: 3s - loss: 10.4250 - mean_absolute_error: 2.45431890/4840 [==========>...................] - ETA: 3s - loss: 10.4277 - mean_absolute_error: 2.45531936/4840 [===========>..................] - ETA: 3s - loss: 10.4391 - mean_absolute_error: 2.45641983/4840 [===========>..................] - ETA: 3s - loss: 10.4373 - mean_absolute_error: 2.45582028/4840 [===========>..................] - ETA: 3s - loss: 10.4486 - mean_absolute_error: 2.45682073/4840 [===========>..................] - ETA: 3s - loss: 10.4348 - mean_absolute_error: 2.45492120/4840 [============>.................] - ETA: 3s - loss: 10.4342 - mean_absolute_error: 2.45432165/4840 [============>.................] - ETA: 2s - loss: 10.4372 - mean_absolute_error: 2.45372210/4840 [============>.................] - ETA: 2s - loss: 10.4314 - mean_absolute_error: 2.45362256/4840 [============>.................] - ETA: 2s - loss: 10.4273 - mean_absolute_error: 2.45352301/4840 [=============>................] - ETA: 2s - loss: 10.4173 - mean_absolute_error: 2.45182347/4840 [=============>................] - ETA: 2s - loss: 10.4286 - mean_absolute_error: 2.45302392/4840 [=============>................] - ETA: 2s - loss: 10.4208 - mean_absolute_error: 2.45162436/4840 [==============>...............] - ETA: 2s - loss: 10.4268 - mean_absolute_error: 2.45212481/4840 [==============>...............] - ETA: 2s - loss: 10.4346 - mean_absolute_error: 2.45342528/4840 [==============>...............] - ETA: 2s - loss: 10.4434 - mean_absolute_error: 2.45462574/4840 [==============>...............] - ETA: 2s - loss: 10.4396 - mean_absolute_error: 2.45352619/4840 [===============>..............] - ETA: 2s - loss: 10.4310 - mean_absolute_error: 2.45192665/4840 [===============>..............] - ETA: 2s - loss: 10.4342 - mean_absolute_error: 2.45202711/4840 [===============>..............] - ETA: 2s - loss: 10.4316 - mean_absolute_error: 2.45152757/4840 [================>.............] - ETA: 2s - loss: 10.4512 - mean_absolute_error: 2.45332804/4840 [================>.............] - ETA: 2s - loss: 10.4519 - mean_absolute_error: 2.45312850/4840 [================>.............] - ETA: 2s - loss: 10.4419 - mean_absolute_error: 2.45212895/4840 [================>.............] - ETA: 2s - loss: 10.4487 - mean_absolute_error: 2.45312940/4840 [=================>............] - ETA: 2s - loss: 10.4505 - mean_absolute_error: 2.45302984/4840 [=================>............] - ETA: 2s - loss: 10.4505 - mean_absolute_error: 2.45353028/4840 [=================>............] - ETA: 2s - loss: 10.4581 - mean_absolute_error: 2.45493073/4840 [==================>...........] - ETA: 1s - loss: 10.4618 - mean_absolute_error: 2.45533118/4840 [==================>...........] - ETA: 1s - loss: 10.4614 - mean_absolute_error: 2.45563162/4840 [==================>...........] - ETA: 1s - loss: 10.4688 - mean_absolute_error: 2.45643206/4840 [==================>...........] - ETA: 1s - loss: 10.4742 - mean_absolute_error: 2.45693251/4840 [===================>..........] - ETA: 1s - loss: 10.4858 - mean_absolute_error: 2.45793297/4840 [===================>..........] - ETA: 1s - loss: 10.4917 - mean_absolute_error: 2.45873343/4840 [===================>..........] - ETA: 1s - loss: 10.4956 - mean_absolute_error: 2.45933390/4840 [====================>.........] - ETA: 1s - loss: 10.4923 - mean_absolute_error: 2.45923432/4840 [====================>.........] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46003477/4840 [====================>.........] - ETA: 1s - loss: 10.5019 - mean_absolute_error: 2.46003521/4840 [====================>.........] - ETA: 1s - loss: 10.5029 - mean_absolute_error: 2.46043564/4840 [=====================>........] - ETA: 1s - loss: 10.5032 - mean_absolute_error: 2.46033610/4840 [=====================>........] - ETA: 1s - loss: 10.4972 - mean_absolute_error: 2.45993654/4840 [=====================>........] - ETA: 1s - loss: 10.4934 - mean_absolute_error: 2.45963698/4840 [=====================>........] - ETA: 1s - loss: 10.4947 - mean_absolute_error: 2.46033743/4840 [======================>.......] - ETA: 1s - loss: 10.4876 - mean_absolute_error: 2.45943788/4840 [======================>.......] - ETA: 1s - loss: 10.4881 - mean_absolute_error: 2.45963833/4840 [======================>.......] - ETA: 1s - loss: 10.4884 - mean_absolute_error: 2.45983879/4840 [=======================>......] - ETA: 1s - loss: 10.4908 - mean_absolute_error: 2.46013924/4840 [=======================>......] - ETA: 1s - loss: 10.4988 - mean_absolute_error: 2.46113971/4840 [=======================>......] - ETA: 0s - loss: 10.5081 - mean_absolute_error: 2.46204016/4840 [=======================>......] - ETA: 0s - loss: 10.5101 - mean_absolute_error: 2.46254062/4840 [========================>.....] - ETA: 0s - loss: 10.5082 - mean_absolute_error: 2.46234107/4840 [========================>.....] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46224152/4840 [========================>.....] - ETA: 0s - loss: 10.5047 - mean_absolute_error: 2.46214198/4840 [=========================>....] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46224244/4840 [=========================>....] - ETA: 0s - loss: 10.5114 - mean_absolute_error: 2.46314289/4840 [=========================>....] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46214335/4840 [=========================>....] - ETA: 0s - loss: 10.5039 - mean_absolute_error: 2.46214381/4840 [==========================>...] - ETA: 0s - loss: 10.5054 - mean_absolute_error: 2.46244427/4840 [==========================>...] - ETA: 0s - loss: 10.5009 - mean_absolute_error: 2.46204472/4840 [==========================>...] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46234518/4840 [===========================>..] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46204563/4840 [===========================>..] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46264608/4840 [===========================>..] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46214655/4840 [===========================>..] - ETA: 0s - loss: 10.4964 - mean_absolute_error: 2.46124700/4840 [============================>.] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46174745/4840 [============================>.] - ETA: 0s - loss: 10.4925 - mean_absolute_error: 2.46074791/4840 [============================>.] - ETA: 0s - loss: 10.5009 - mean_absolute_error: 2.46194835/4840 [============================>.] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5026 - mean_absolute_error: 2.4621 - val_loss: 11.4913 - val_mean_absolute_error: 2.5827
Epoch 50/100
   1/4840 [..............................] - ETA: 9s - loss: 14.2877 - mean_absolute_error: 3.0155  46/4840 [..............................] - ETA: 5s - loss: 10.4252 - mean_absolute_error: 2.4510  92/4840 [..............................] - ETA: 5s - loss: 10.1051 - mean_absolute_error: 2.4165 139/4840 [..............................] - ETA: 5s - loss: 10.1758 - mean_absolute_error: 2.4260 185/4840 [>.............................] - ETA: 5s - loss: 10.1653 - mean_absolute_error: 2.4256 228/4840 [>.............................] - ETA: 5s - loss: 10.2554 - mean_absolute_error: 2.4324 273/4840 [>.............................] - ETA: 5s - loss: 10.2988 - mean_absolute_error: 2.4411 319/4840 [>.............................] - ETA: 5s - loss: 10.1779 - mean_absolute_error: 2.4247 365/4840 [=>............................] - ETA: 4s - loss: 10.1907 - mean_absolute_error: 2.4240 411/4840 [=>............................] - ETA: 4s - loss: 10.2192 - mean_absolute_error: 2.4287 457/4840 [=>............................] - ETA: 4s - loss: 10.2016 - mean_absolute_error: 2.4258 503/4840 [==>...........................] - ETA: 4s - loss: 10.1905 - mean_absolute_error: 2.4244 549/4840 [==>...........................] - ETA: 4s - loss: 10.2162 - mean_absolute_error: 2.4270 595/4840 [==>...........................] - ETA: 4s - loss: 10.2389 - mean_absolute_error: 2.4323 640/4840 [==>...........................] - ETA: 4s - loss: 10.2539 - mean_absolute_error: 2.4335 685/4840 [===>..........................] - ETA: 4s - loss: 10.2718 - mean_absolute_error: 2.4349 731/4840 [===>..........................] - ETA: 4s - loss: 10.2794 - mean_absolute_error: 2.4360 776/4840 [===>..........................] - ETA: 4s - loss: 10.2890 - mean_absolute_error: 2.4380 822/4840 [====>.........................] - ETA: 4s - loss: 10.2845 - mean_absolute_error: 2.4354 867/4840 [====>.........................] - ETA: 4s - loss: 10.2847 - mean_absolute_error: 2.4357 914/4840 [====>.........................] - ETA: 4s - loss: 10.3240 - mean_absolute_error: 2.4404 959/4840 [====>.........................] - ETA: 4s - loss: 10.3255 - mean_absolute_error: 2.44011005/4840 [=====>........................] - ETA: 4s - loss: 10.3347 - mean_absolute_error: 2.44161051/4840 [=====>........................] - ETA: 4s - loss: 10.3289 - mean_absolute_error: 2.44151097/4840 [=====>........................] - ETA: 4s - loss: 10.3453 - mean_absolute_error: 2.44401142/4840 [======>.......................] - ETA: 4s - loss: 10.3626 - mean_absolute_error: 2.44651188/4840 [======>.......................] - ETA: 4s - loss: 10.3696 - mean_absolute_error: 2.44771232/4840 [======>.......................] - ETA: 3s - loss: 10.3703 - mean_absolute_error: 2.44671279/4840 [======>.......................] - ETA: 3s - loss: 10.3786 - mean_absolute_error: 2.44711326/4840 [=======>......................] - ETA: 3s - loss: 10.3899 - mean_absolute_error: 2.44871373/4840 [=======>......................] - ETA: 3s - loss: 10.3753 - mean_absolute_error: 2.44691419/4840 [=======>......................] - ETA: 3s - loss: 10.4167 - mean_absolute_error: 2.45151465/4840 [========>.....................] - ETA: 3s - loss: 10.4172 - mean_absolute_error: 2.45261508/4840 [========>.....................] - ETA: 3s - loss: 10.4184 - mean_absolute_error: 2.45271551/4840 [========>.....................] - ETA: 3s - loss: 10.4281 - mean_absolute_error: 2.45401596/4840 [========>.....................] - ETA: 3s - loss: 10.4261 - mean_absolute_error: 2.45431642/4840 [=========>....................] - ETA: 3s - loss: 10.4440 - mean_absolute_error: 2.45691688/4840 [=========>....................] - ETA: 3s - loss: 10.4309 - mean_absolute_error: 2.45601734/4840 [=========>....................] - ETA: 3s - loss: 10.4423 - mean_absolute_error: 2.45741781/4840 [==========>...................] - ETA: 3s - loss: 10.4310 - mean_absolute_error: 2.45521827/4840 [==========>...................] - ETA: 3s - loss: 10.4434 - mean_absolute_error: 2.45631873/4840 [==========>...................] - ETA: 3s - loss: 10.4379 - mean_absolute_error: 2.45591919/4840 [==========>...................] - ETA: 3s - loss: 10.4377 - mean_absolute_error: 2.45571960/4840 [===========>..................] - ETA: 3s - loss: 10.4316 - mean_absolute_error: 2.45452006/4840 [===========>..................] - ETA: 3s - loss: 10.4291 - mean_absolute_error: 2.45412051/4840 [===========>..................] - ETA: 3s - loss: 10.4233 - mean_absolute_error: 2.45282092/4840 [===========>..................] - ETA: 3s - loss: 10.4116 - mean_absolute_error: 2.45122135/4840 [============>.................] - ETA: 3s - loss: 10.4079 - mean_absolute_error: 2.45102181/4840 [============>.................] - ETA: 2s - loss: 10.4037 - mean_absolute_error: 2.45082227/4840 [============>.................] - ETA: 2s - loss: 10.4118 - mean_absolute_error: 2.45142274/4840 [=============>................] - ETA: 2s - loss: 10.4150 - mean_absolute_error: 2.45162319/4840 [=============>................] - ETA: 2s - loss: 10.4245 - mean_absolute_error: 2.45252364/4840 [=============>................] - ETA: 2s - loss: 10.4163 - mean_absolute_error: 2.45182409/4840 [=============>................] - ETA: 2s - loss: 10.4193 - mean_absolute_error: 2.45172455/4840 [==============>...............] - ETA: 2s - loss: 10.4203 - mean_absolute_error: 2.45182502/4840 [==============>...............] - ETA: 2s - loss: 10.4147 - mean_absolute_error: 2.45102549/4840 [==============>...............] - ETA: 2s - loss: 10.4234 - mean_absolute_error: 2.45222594/4840 [===============>..............] - ETA: 2s - loss: 10.4293 - mean_absolute_error: 2.45302640/4840 [===============>..............] - ETA: 2s - loss: 10.4233 - mean_absolute_error: 2.45172685/4840 [===============>..............] - ETA: 2s - loss: 10.4285 - mean_absolute_error: 2.45222731/4840 [===============>..............] - ETA: 2s - loss: 10.4151 - mean_absolute_error: 2.45082777/4840 [================>.............] - ETA: 2s - loss: 10.4169 - mean_absolute_error: 2.45122823/4840 [================>.............] - ETA: 2s - loss: 10.4258 - mean_absolute_error: 2.45182869/4840 [================>.............] - ETA: 2s - loss: 10.4216 - mean_absolute_error: 2.45112915/4840 [=================>............] - ETA: 2s - loss: 10.4253 - mean_absolute_error: 2.45142962/4840 [=================>............] - ETA: 2s - loss: 10.4351 - mean_absolute_error: 2.45253006/4840 [=================>............] - ETA: 2s - loss: 10.4297 - mean_absolute_error: 2.45173049/4840 [=================>............] - ETA: 1s - loss: 10.4263 - mean_absolute_error: 2.45123094/4840 [==================>...........] - ETA: 1s - loss: 10.4322 - mean_absolute_error: 2.45203139/4840 [==================>...........] - ETA: 1s - loss: 10.4364 - mean_absolute_error: 2.45263186/4840 [==================>...........] - ETA: 1s - loss: 10.4416 - mean_absolute_error: 2.45293232/4840 [===================>..........] - ETA: 1s - loss: 10.4416 - mean_absolute_error: 2.45373278/4840 [===================>..........] - ETA: 1s - loss: 10.4424 - mean_absolute_error: 2.45373322/4840 [===================>..........] - ETA: 1s - loss: 10.4471 - mean_absolute_error: 2.45413368/4840 [===================>..........] - ETA: 1s - loss: 10.4491 - mean_absolute_error: 2.45433414/4840 [====================>.........] - ETA: 1s - loss: 10.4595 - mean_absolute_error: 2.45523459/4840 [====================>.........] - ETA: 1s - loss: 10.4569 - mean_absolute_error: 2.45493505/4840 [====================>.........] - ETA: 1s - loss: 10.4573 - mean_absolute_error: 2.45513551/4840 [=====================>........] - ETA: 1s - loss: 10.4630 - mean_absolute_error: 2.45583597/4840 [=====================>........] - ETA: 1s - loss: 10.4680 - mean_absolute_error: 2.45683643/4840 [=====================>........] - ETA: 1s - loss: 10.4721 - mean_absolute_error: 2.45743689/4840 [=====================>........] - ETA: 1s - loss: 10.4698 - mean_absolute_error: 2.45733734/4840 [======================>.......] - ETA: 1s - loss: 10.4728 - mean_absolute_error: 2.45783780/4840 [======================>.......] - ETA: 1s - loss: 10.4829 - mean_absolute_error: 2.45893825/4840 [======================>.......] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.45923871/4840 [======================>.......] - ETA: 1s - loss: 10.4907 - mean_absolute_error: 2.46013915/4840 [=======================>......] - ETA: 1s - loss: 10.4951 - mean_absolute_error: 2.46083960/4840 [=======================>......] - ETA: 0s - loss: 10.4959 - mean_absolute_error: 2.46114005/4840 [=======================>......] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46134051/4840 [========================>.....] - ETA: 0s - loss: 10.4974 - mean_absolute_error: 2.46174097/4840 [========================>.....] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46194143/4840 [========================>.....] - ETA: 0s - loss: 10.4969 - mean_absolute_error: 2.46144190/4840 [========================>.....] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46194235/4840 [=========================>....] - ETA: 0s - loss: 10.5069 - mean_absolute_error: 2.46244282/4840 [=========================>....] - ETA: 0s - loss: 10.5039 - mean_absolute_error: 2.46214328/4840 [=========================>....] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46274373/4840 [==========================>...] - ETA: 0s - loss: 10.4982 - mean_absolute_error: 2.46174418/4840 [==========================>...] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.46154463/4840 [==========================>...] - ETA: 0s - loss: 10.4920 - mean_absolute_error: 2.46114510/4840 [==========================>...] - ETA: 0s - loss: 10.4892 - mean_absolute_error: 2.46074556/4840 [===========================>..] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46134602/4840 [===========================>..] - ETA: 0s - loss: 10.4988 - mean_absolute_error: 2.46164649/4840 [===========================>..] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46214696/4840 [============================>.] - ETA: 0s - loss: 10.5035 - mean_absolute_error: 2.46224741/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46214787/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46174831/4840 [============================>.] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46194840/4840 [==============================] - 6s 1ms/step - loss: 10.5037 - mean_absolute_error: 2.4619 - val_loss: 11.4928 - val_mean_absolute_error: 2.5829
Epoch 51/100
   1/4840 [..............................] - ETA: 4s - loss: 10.4662 - mean_absolute_error: 2.5601  46/4840 [..............................] - ETA: 5s - loss: 10.3312 - mean_absolute_error: 2.4571  92/4840 [..............................] - ETA: 5s - loss: 10.4494 - mean_absolute_error: 2.4694 137/4840 [..............................] - ETA: 5s - loss: 10.4849 - mean_absolute_error: 2.4649 182/4840 [>.............................] - ETA: 5s - loss: 10.4471 - mean_absolute_error: 2.4608 226/4840 [>.............................] - ETA: 5s - loss: 10.4595 - mean_absolute_error: 2.4599 271/4840 [>.............................] - ETA: 5s - loss: 10.5334 - mean_absolute_error: 2.4732 317/4840 [>.............................] - ETA: 5s - loss: 10.5425 - mean_absolute_error: 2.4731 364/4840 [=>............................] - ETA: 4s - loss: 10.5512 - mean_absolute_error: 2.4715 409/4840 [=>............................] - ETA: 4s - loss: 10.5113 - mean_absolute_error: 2.4650 455/4840 [=>............................] - ETA: 4s - loss: 10.5064 - mean_absolute_error: 2.4649 502/4840 [==>...........................] - ETA: 4s - loss: 10.4962 - mean_absolute_error: 2.4643 549/4840 [==>...........................] - ETA: 4s - loss: 10.4710 - mean_absolute_error: 2.4596 595/4840 [==>...........................] - ETA: 4s - loss: 10.4651 - mean_absolute_error: 2.4576 641/4840 [==>...........................] - ETA: 4s - loss: 10.4321 - mean_absolute_error: 2.4555 687/4840 [===>..........................] - ETA: 4s - loss: 10.4587 - mean_absolute_error: 2.4598 733/4840 [===>..........................] - ETA: 4s - loss: 10.4772 - mean_absolute_error: 2.4625 779/4840 [===>..........................] - ETA: 4s - loss: 10.4503 - mean_absolute_error: 2.4597 825/4840 [====>.........................] - ETA: 4s - loss: 10.4584 - mean_absolute_error: 2.4609 872/4840 [====>.........................] - ETA: 4s - loss: 10.4673 - mean_absolute_error: 2.4617 917/4840 [====>.........................] - ETA: 4s - loss: 10.4993 - mean_absolute_error: 2.4652 964/4840 [====>.........................] - ETA: 4s - loss: 10.5045 - mean_absolute_error: 2.46831010/4840 [=====>........................] - ETA: 4s - loss: 10.5290 - mean_absolute_error: 2.47181055/4840 [=====>........................] - ETA: 4s - loss: 10.5151 - mean_absolute_error: 2.47011101/4840 [=====>........................] - ETA: 4s - loss: 10.5149 - mean_absolute_error: 2.47061146/4840 [======>.......................] - ETA: 4s - loss: 10.5187 - mean_absolute_error: 2.47141191/4840 [======>.......................] - ETA: 4s - loss: 10.4991 - mean_absolute_error: 2.46891236/4840 [======>.......................] - ETA: 3s - loss: 10.5196 - mean_absolute_error: 2.46981282/4840 [======>.......................] - ETA: 3s - loss: 10.5108 - mean_absolute_error: 2.46791327/4840 [=======>......................] - ETA: 3s - loss: 10.5092 - mean_absolute_error: 2.46881372/4840 [=======>......................] - ETA: 3s - loss: 10.4958 - mean_absolute_error: 2.46641419/4840 [=======>......................] - ETA: 3s - loss: 10.4971 - mean_absolute_error: 2.46651467/4840 [========>.....................] - ETA: 3s - loss: 10.4775 - mean_absolute_error: 2.46481512/4840 [========>.....................] - ETA: 3s - loss: 10.4760 - mean_absolute_error: 2.46421558/4840 [========>.....................] - ETA: 3s - loss: 10.4804 - mean_absolute_error: 2.46511603/4840 [========>.....................] - ETA: 3s - loss: 10.4719 - mean_absolute_error: 2.46391647/4840 [=========>....................] - ETA: 3s - loss: 10.4888 - mean_absolute_error: 2.46491692/4840 [=========>....................] - ETA: 3s - loss: 10.4931 - mean_absolute_error: 2.46581737/4840 [=========>....................] - ETA: 3s - loss: 10.4983 - mean_absolute_error: 2.46671784/4840 [==========>...................] - ETA: 3s - loss: 10.4817 - mean_absolute_error: 2.46471830/4840 [==========>...................] - ETA: 3s - loss: 10.4668 - mean_absolute_error: 2.46231876/4840 [==========>...................] - ETA: 3s - loss: 10.4507 - mean_absolute_error: 2.45991922/4840 [==========>...................] - ETA: 3s - loss: 10.4591 - mean_absolute_error: 2.46101967/4840 [===========>..................] - ETA: 3s - loss: 10.4660 - mean_absolute_error: 2.46212013/4840 [===========>..................] - ETA: 3s - loss: 10.4714 - mean_absolute_error: 2.46302059/4840 [===========>..................] - ETA: 3s - loss: 10.4861 - mean_absolute_error: 2.46472105/4840 [============>.................] - ETA: 3s - loss: 10.4889 - mean_absolute_error: 2.46502152/4840 [============>.................] - ETA: 2s - loss: 10.4838 - mean_absolute_error: 2.46402198/4840 [============>.................] - ETA: 2s - loss: 10.4788 - mean_absolute_error: 2.46352243/4840 [============>.................] - ETA: 2s - loss: 10.4802 - mean_absolute_error: 2.46312289/4840 [=============>................] - ETA: 2s - loss: 10.4798 - mean_absolute_error: 2.46372336/4840 [=============>................] - ETA: 2s - loss: 10.4812 - mean_absolute_error: 2.46352382/4840 [=============>................] - ETA: 2s - loss: 10.4921 - mean_absolute_error: 2.46482428/4840 [==============>...............] - ETA: 2s - loss: 10.4924 - mean_absolute_error: 2.46482474/4840 [==============>...............] - ETA: 2s - loss: 10.5104 - mean_absolute_error: 2.46662519/4840 [==============>...............] - ETA: 2s - loss: 10.5099 - mean_absolute_error: 2.46632562/4840 [==============>...............] - ETA: 2s - loss: 10.5160 - mean_absolute_error: 2.46702608/4840 [===============>..............] - ETA: 2s - loss: 10.5258 - mean_absolute_error: 2.46782654/4840 [===============>..............] - ETA: 2s - loss: 10.5287 - mean_absolute_error: 2.46822700/4840 [===============>..............] - ETA: 2s - loss: 10.5325 - mean_absolute_error: 2.46822746/4840 [================>.............] - ETA: 2s - loss: 10.5330 - mean_absolute_error: 2.46832792/4840 [================>.............] - ETA: 2s - loss: 10.5360 - mean_absolute_error: 2.46902837/4840 [================>.............] - ETA: 2s - loss: 10.5300 - mean_absolute_error: 2.46882883/4840 [================>.............] - ETA: 2s - loss: 10.5285 - mean_absolute_error: 2.46882928/4840 [=================>............] - ETA: 2s - loss: 10.5175 - mean_absolute_error: 2.46722974/4840 [=================>............] - ETA: 2s - loss: 10.5145 - mean_absolute_error: 2.46663020/4840 [=================>............] - ETA: 2s - loss: 10.5075 - mean_absolute_error: 2.46603066/4840 [==================>...........] - ETA: 1s - loss: 10.5160 - mean_absolute_error: 2.46683111/4840 [==================>...........] - ETA: 1s - loss: 10.5106 - mean_absolute_error: 2.46583156/4840 [==================>...........] - ETA: 1s - loss: 10.5206 - mean_absolute_error: 2.46723200/4840 [==================>...........] - ETA: 1s - loss: 10.5113 - mean_absolute_error: 2.46593246/4840 [===================>..........] - ETA: 1s - loss: 10.5047 - mean_absolute_error: 2.46523293/4840 [===================>..........] - ETA: 1s - loss: 10.5043 - mean_absolute_error: 2.46503339/4840 [===================>..........] - ETA: 1s - loss: 10.5020 - mean_absolute_error: 2.46443384/4840 [===================>..........] - ETA: 1s - loss: 10.5127 - mean_absolute_error: 2.46593430/4840 [====================>.........] - ETA: 1s - loss: 10.5130 - mean_absolute_error: 2.46593475/4840 [====================>.........] - ETA: 1s - loss: 10.5097 - mean_absolute_error: 2.46563520/4840 [====================>.........] - ETA: 1s - loss: 10.5054 - mean_absolute_error: 2.46513566/4840 [=====================>........] - ETA: 1s - loss: 10.5074 - mean_absolute_error: 2.46543613/4840 [=====================>........] - ETA: 1s - loss: 10.5104 - mean_absolute_error: 2.46523659/4840 [=====================>........] - ETA: 1s - loss: 10.5038 - mean_absolute_error: 2.46413704/4840 [=====================>........] - ETA: 1s - loss: 10.5039 - mean_absolute_error: 2.46433750/4840 [======================>.......] - ETA: 1s - loss: 10.5038 - mean_absolute_error: 2.46463797/4840 [======================>.......] - ETA: 1s - loss: 10.5012 - mean_absolute_error: 2.46433843/4840 [======================>.......] - ETA: 1s - loss: 10.5052 - mean_absolute_error: 2.46433889/4840 [=======================>......] - ETA: 1s - loss: 10.5093 - mean_absolute_error: 2.46423935/4840 [=======================>......] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46383980/4840 [=======================>......] - ETA: 0s - loss: 10.5116 - mean_absolute_error: 2.46454026/4840 [=======================>......] - ETA: 0s - loss: 10.5223 - mean_absolute_error: 2.46584073/4840 [========================>.....] - ETA: 0s - loss: 10.5115 - mean_absolute_error: 2.46424118/4840 [========================>.....] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46334166/4840 [========================>.....] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46304212/4840 [=========================>....] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46254259/4840 [=========================>....] - ETA: 0s - loss: 10.4949 - mean_absolute_error: 2.46254305/4840 [=========================>....] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46314351/4840 [=========================>....] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46354396/4840 [==========================>...] - ETA: 0s - loss: 10.5047 - mean_absolute_error: 2.46404441/4840 [==========================>...] - ETA: 0s - loss: 10.5081 - mean_absolute_error: 2.46454487/4840 [==========================>...] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46414533/4840 [===========================>..] - ETA: 0s - loss: 10.5059 - mean_absolute_error: 2.46414578/4840 [===========================>..] - ETA: 0s - loss: 10.5074 - mean_absolute_error: 2.46424624/4840 [===========================>..] - ETA: 0s - loss: 10.5088 - mean_absolute_error: 2.46464670/4840 [===========================>..] - ETA: 0s - loss: 10.5090 - mean_absolute_error: 2.46444715/4840 [============================>.] - ETA: 0s - loss: 10.5106 - mean_absolute_error: 2.46434761/4840 [============================>.] - ETA: 0s - loss: 10.5103 - mean_absolute_error: 2.46424807/4840 [============================>.] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46354840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4631 - val_loss: 11.4920 - val_mean_absolute_error: 2.5815
Epoch 52/100
   1/4840 [..............................] - ETA: 9s - loss: 9.3238 - mean_absolute_error: 2.2478  46/4840 [..............................] - ETA: 5s - loss: 9.8764 - mean_absolute_error: 2.3662  92/4840 [..............................] - ETA: 5s - loss: 10.0815 - mean_absolute_error: 2.4013 138/4840 [..............................] - ETA: 5s - loss: 10.1468 - mean_absolute_error: 2.4206 184/4840 [>.............................] - ETA: 5s - loss: 10.1895 - mean_absolute_error: 2.4251 231/4840 [>.............................] - ETA: 5s - loss: 10.2097 - mean_absolute_error: 2.4289 276/4840 [>.............................] - ETA: 5s - loss: 10.2786 - mean_absolute_error: 2.4370 322/4840 [>.............................] - ETA: 4s - loss: 10.3395 - mean_absolute_error: 2.4484 369/4840 [=>............................] - ETA: 4s - loss: 10.3849 - mean_absolute_error: 2.4549 414/4840 [=>............................] - ETA: 4s - loss: 10.3933 - mean_absolute_error: 2.4577 460/4840 [=>............................] - ETA: 4s - loss: 10.4106 - mean_absolute_error: 2.4619 504/4840 [==>...........................] - ETA: 4s - loss: 10.3806 - mean_absolute_error: 2.4580 551/4840 [==>...........................] - ETA: 4s - loss: 10.4210 - mean_absolute_error: 2.4615 598/4840 [==>...........................] - ETA: 4s - loss: 10.4716 - mean_absolute_error: 2.4693 643/4840 [==>...........................] - ETA: 4s - loss: 10.4640 - mean_absolute_error: 2.4693 688/4840 [===>..........................] - ETA: 4s - loss: 10.4425 - mean_absolute_error: 2.4653 734/4840 [===>..........................] - ETA: 4s - loss: 10.4542 - mean_absolute_error: 2.4663 779/4840 [===>..........................] - ETA: 4s - loss: 10.4775 - mean_absolute_error: 2.4679 825/4840 [====>.........................] - ETA: 4s - loss: 10.4870 - mean_absolute_error: 2.4692 870/4840 [====>.........................] - ETA: 4s - loss: 10.4804 - mean_absolute_error: 2.4678 916/4840 [====>.........................] - ETA: 4s - loss: 10.4804 - mean_absolute_error: 2.4688 961/4840 [====>.........................] - ETA: 4s - loss: 10.4970 - mean_absolute_error: 2.47041007/4840 [=====>........................] - ETA: 4s - loss: 10.5120 - mean_absolute_error: 2.47231054/4840 [=====>........................] - ETA: 4s - loss: 10.4827 - mean_absolute_error: 2.46771100/4840 [=====>........................] - ETA: 4s - loss: 10.4906 - mean_absolute_error: 2.46831146/4840 [======>.......................] - ETA: 4s - loss: 10.4911 - mean_absolute_error: 2.46791191/4840 [======>.......................] - ETA: 4s - loss: 10.5185 - mean_absolute_error: 2.47051239/4840 [======>.......................] - ETA: 3s - loss: 10.4933 - mean_absolute_error: 2.46651285/4840 [======>.......................] - ETA: 3s - loss: 10.4704 - mean_absolute_error: 2.46331331/4840 [=======>......................] - ETA: 3s - loss: 10.4457 - mean_absolute_error: 2.45991377/4840 [=======>......................] - ETA: 3s - loss: 10.4557 - mean_absolute_error: 2.46121422/4840 [=======>......................] - ETA: 3s - loss: 10.4572 - mean_absolute_error: 2.46211467/4840 [========>.....................] - ETA: 3s - loss: 10.4409 - mean_absolute_error: 2.45911513/4840 [========>.....................] - ETA: 3s - loss: 10.4468 - mean_absolute_error: 2.45931558/4840 [========>.....................] - ETA: 3s - loss: 10.4562 - mean_absolute_error: 2.45991603/4840 [========>.....................] - ETA: 3s - loss: 10.4541 - mean_absolute_error: 2.45941649/4840 [=========>....................] - ETA: 3s - loss: 10.4498 - mean_absolute_error: 2.45741693/4840 [=========>....................] - ETA: 3s - loss: 10.4531 - mean_absolute_error: 2.45761739/4840 [=========>....................] - ETA: 3s - loss: 10.4454 - mean_absolute_error: 2.45671785/4840 [==========>...................] - ETA: 3s - loss: 10.4428 - mean_absolute_error: 2.45651832/4840 [==========>...................] - ETA: 3s - loss: 10.4329 - mean_absolute_error: 2.45551878/4840 [==========>...................] - ETA: 3s - loss: 10.4216 - mean_absolute_error: 2.45301923/4840 [==========>...................] - ETA: 3s - loss: 10.4224 - mean_absolute_error: 2.45321970/4840 [===========>..................] - ETA: 3s - loss: 10.4306 - mean_absolute_error: 2.45392015/4840 [===========>..................] - ETA: 3s - loss: 10.4357 - mean_absolute_error: 2.45422062/4840 [===========>..................] - ETA: 3s - loss: 10.4446 - mean_absolute_error: 2.45592108/4840 [============>.................] - ETA: 3s - loss: 10.4491 - mean_absolute_error: 2.45622154/4840 [============>.................] - ETA: 2s - loss: 10.4576 - mean_absolute_error: 2.45682200/4840 [============>.................] - ETA: 2s - loss: 10.4576 - mean_absolute_error: 2.45682246/4840 [============>.................] - ETA: 2s - loss: 10.4752 - mean_absolute_error: 2.45852291/4840 [=============>................] - ETA: 2s - loss: 10.4800 - mean_absolute_error: 2.45882336/4840 [=============>................] - ETA: 2s - loss: 10.4836 - mean_absolute_error: 2.45942381/4840 [=============>................] - ETA: 2s - loss: 10.4895 - mean_absolute_error: 2.46012428/4840 [==============>...............] - ETA: 2s - loss: 10.4880 - mean_absolute_error: 2.45992473/4840 [==============>...............] - ETA: 2s - loss: 10.4973 - mean_absolute_error: 2.46192519/4840 [==============>...............] - ETA: 2s - loss: 10.4829 - mean_absolute_error: 2.45992563/4840 [==============>...............] - ETA: 2s - loss: 10.4818 - mean_absolute_error: 2.45962610/4840 [===============>..............] - ETA: 2s - loss: 10.4907 - mean_absolute_error: 2.46082655/4840 [===============>..............] - ETA: 2s - loss: 10.4863 - mean_absolute_error: 2.45972702/4840 [===============>..............] - ETA: 2s - loss: 10.4769 - mean_absolute_error: 2.45852747/4840 [================>.............] - ETA: 2s - loss: 10.4847 - mean_absolute_error: 2.45982793/4840 [================>.............] - ETA: 2s - loss: 10.4980 - mean_absolute_error: 2.46122839/4840 [================>.............] - ETA: 2s - loss: 10.4947 - mean_absolute_error: 2.46122885/4840 [================>.............] - ETA: 2s - loss: 10.4966 - mean_absolute_error: 2.46142930/4840 [=================>............] - ETA: 2s - loss: 10.4961 - mean_absolute_error: 2.46132976/4840 [=================>............] - ETA: 2s - loss: 10.4980 - mean_absolute_error: 2.46113021/4840 [=================>............] - ETA: 2s - loss: 10.4902 - mean_absolute_error: 2.46033066/4840 [==================>...........] - ETA: 1s - loss: 10.4879 - mean_absolute_error: 2.46003111/4840 [==================>...........] - ETA: 1s - loss: 10.4878 - mean_absolute_error: 2.46043157/4840 [==================>...........] - ETA: 1s - loss: 10.4958 - mean_absolute_error: 2.46143201/4840 [==================>...........] - ETA: 1s - loss: 10.4963 - mean_absolute_error: 2.46133245/4840 [===================>..........] - ETA: 1s - loss: 10.4861 - mean_absolute_error: 2.45993291/4840 [===================>..........] - ETA: 1s - loss: 10.4819 - mean_absolute_error: 2.45993336/4840 [===================>..........] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.46083383/4840 [===================>..........] - ETA: 1s - loss: 10.5010 - mean_absolute_error: 2.46243430/4840 [====================>.........] - ETA: 1s - loss: 10.4938 - mean_absolute_error: 2.46113476/4840 [====================>.........] - ETA: 1s - loss: 10.4925 - mean_absolute_error: 2.46103522/4840 [====================>.........] - ETA: 1s - loss: 10.4970 - mean_absolute_error: 2.46153568/4840 [=====================>........] - ETA: 1s - loss: 10.5009 - mean_absolute_error: 2.46223614/4840 [=====================>........] - ETA: 1s - loss: 10.5057 - mean_absolute_error: 2.46303660/4840 [=====================>........] - ETA: 1s - loss: 10.5026 - mean_absolute_error: 2.46303707/4840 [=====================>........] - ETA: 1s - loss: 10.5074 - mean_absolute_error: 2.46343752/4840 [======================>.......] - ETA: 1s - loss: 10.5008 - mean_absolute_error: 2.46263797/4840 [======================>.......] - ETA: 1s - loss: 10.4982 - mean_absolute_error: 2.46233843/4840 [======================>.......] - ETA: 1s - loss: 10.5037 - mean_absolute_error: 2.46283888/4840 [=======================>......] - ETA: 1s - loss: 10.4978 - mean_absolute_error: 2.46183934/4840 [=======================>......] - ETA: 1s - loss: 10.4987 - mean_absolute_error: 2.46153979/4840 [=======================>......] - ETA: 0s - loss: 10.4944 - mean_absolute_error: 2.46094024/4840 [=======================>......] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46184069/4840 [========================>.....] - ETA: 0s - loss: 10.4991 - mean_absolute_error: 2.46204114/4840 [========================>.....] - ETA: 0s - loss: 10.4928 - mean_absolute_error: 2.46124160/4840 [========================>.....] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.46154206/4840 [=========================>....] - ETA: 0s - loss: 10.5030 - mean_absolute_error: 2.46234253/4840 [=========================>....] - ETA: 0s - loss: 10.4999 - mean_absolute_error: 2.46174299/4840 [=========================>....] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46254344/4840 [=========================>....] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46204390/4840 [==========================>...] - ETA: 0s - loss: 10.5003 - mean_absolute_error: 2.46184436/4840 [==========================>...] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.46154484/4840 [==========================>...] - ETA: 0s - loss: 10.5012 - mean_absolute_error: 2.46164531/4840 [===========================>..] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46214578/4840 [===========================>..] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46184624/4840 [===========================>..] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46204670/4840 [===========================>..] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46154717/4840 [============================>.] - ETA: 0s - loss: 10.4982 - mean_absolute_error: 2.46124763/4840 [============================>.] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46174808/4840 [============================>.] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46204840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4617 - val_loss: 11.4918 - val_mean_absolute_error: 2.5814
Epoch 53/100
   1/4840 [..............................] - ETA: 9s - loss: 6.6668 - mean_absolute_error: 1.9233  46/4840 [..............................] - ETA: 5s - loss: 10.5091 - mean_absolute_error: 2.4483  92/4840 [..............................] - ETA: 5s - loss: 10.8385 - mean_absolute_error: 2.4944 137/4840 [..............................] - ETA: 5s - loss: 10.7064 - mean_absolute_error: 2.4826 183/4840 [>.............................] - ETA: 5s - loss: 10.5692 - mean_absolute_error: 2.4606 230/4840 [>.............................] - ETA: 5s - loss: 10.5795 - mean_absolute_error: 2.4607 276/4840 [>.............................] - ETA: 5s - loss: 10.5530 - mean_absolute_error: 2.4611 321/4840 [>.............................] - ETA: 5s - loss: 10.6098 - mean_absolute_error: 2.4716 368/4840 [=>............................] - ETA: 4s - loss: 10.4735 - mean_absolute_error: 2.4537 414/4840 [=>............................] - ETA: 4s - loss: 10.4465 - mean_absolute_error: 2.4541 460/4840 [=>............................] - ETA: 4s - loss: 10.4172 - mean_absolute_error: 2.4516 506/4840 [==>...........................] - ETA: 4s - loss: 10.3780 - mean_absolute_error: 2.4456 550/4840 [==>...........................] - ETA: 4s - loss: 10.3503 - mean_absolute_error: 2.4416 596/4840 [==>...........................] - ETA: 4s - loss: 10.3831 - mean_absolute_error: 2.4456 642/4840 [==>...........................] - ETA: 4s - loss: 10.3613 - mean_absolute_error: 2.4455 687/4840 [===>..........................] - ETA: 4s - loss: 10.3685 - mean_absolute_error: 2.4456 729/4840 [===>..........................] - ETA: 4s - loss: 10.3722 - mean_absolute_error: 2.4462 773/4840 [===>..........................] - ETA: 4s - loss: 10.3585 - mean_absolute_error: 2.4451 818/4840 [====>.........................] - ETA: 4s - loss: 10.3913 - mean_absolute_error: 2.4496 864/4840 [====>.........................] - ETA: 4s - loss: 10.3855 - mean_absolute_error: 2.4476 909/4840 [====>.........................] - ETA: 4s - loss: 10.3741 - mean_absolute_error: 2.4466 954/4840 [====>.........................] - ETA: 4s - loss: 10.3706 - mean_absolute_error: 2.44641000/4840 [=====>........................] - ETA: 4s - loss: 10.3819 - mean_absolute_error: 2.44891045/4840 [=====>........................] - ETA: 4s - loss: 10.4012 - mean_absolute_error: 2.45141091/4840 [=====>........................] - ETA: 4s - loss: 10.4147 - mean_absolute_error: 2.45191137/4840 [======>.......................] - ETA: 4s - loss: 10.3725 - mean_absolute_error: 2.44631180/4840 [======>.......................] - ETA: 4s - loss: 10.3881 - mean_absolute_error: 2.44851224/4840 [======>.......................] - ETA: 4s - loss: 10.3975 - mean_absolute_error: 2.44931269/4840 [======>.......................] - ETA: 3s - loss: 10.4052 - mean_absolute_error: 2.45031315/4840 [=======>......................] - ETA: 3s - loss: 10.4083 - mean_absolute_error: 2.45021360/4840 [=======>......................] - ETA: 3s - loss: 10.4105 - mean_absolute_error: 2.45021405/4840 [=======>......................] - ETA: 3s - loss: 10.4531 - mean_absolute_error: 2.45571451/4840 [=======>......................] - ETA: 3s - loss: 10.4607 - mean_absolute_error: 2.45691497/4840 [========>.....................] - ETA: 3s - loss: 10.4597 - mean_absolute_error: 2.45701543/4840 [========>.....................] - ETA: 3s - loss: 10.4484 - mean_absolute_error: 2.45581589/4840 [========>.....................] - ETA: 3s - loss: 10.4484 - mean_absolute_error: 2.45481633/4840 [=========>....................] - ETA: 3s - loss: 10.4498 - mean_absolute_error: 2.45381680/4840 [=========>....................] - ETA: 3s - loss: 10.4416 - mean_absolute_error: 2.45261725/4840 [=========>....................] - ETA: 3s - loss: 10.4485 - mean_absolute_error: 2.45321772/4840 [=========>....................] - ETA: 3s - loss: 10.4484 - mean_absolute_error: 2.45381815/4840 [==========>...................] - ETA: 3s - loss: 10.4517 - mean_absolute_error: 2.45441863/4840 [==========>...................] - ETA: 3s - loss: 10.4597 - mean_absolute_error: 2.45561909/4840 [==========>...................] - ETA: 3s - loss: 10.4675 - mean_absolute_error: 2.45711955/4840 [===========>..................] - ETA: 3s - loss: 10.4757 - mean_absolute_error: 2.45792001/4840 [===========>..................] - ETA: 3s - loss: 10.4763 - mean_absolute_error: 2.45832048/4840 [===========>..................] - ETA: 3s - loss: 10.4768 - mean_absolute_error: 2.45902093/4840 [===========>..................] - ETA: 3s - loss: 10.4949 - mean_absolute_error: 2.46122138/4840 [============>.................] - ETA: 3s - loss: 10.4970 - mean_absolute_error: 2.46192184/4840 [============>.................] - ETA: 2s - loss: 10.4959 - mean_absolute_error: 2.46182229/4840 [============>.................] - ETA: 2s - loss: 10.5029 - mean_absolute_error: 2.46292274/4840 [=============>................] - ETA: 2s - loss: 10.5008 - mean_absolute_error: 2.46262319/4840 [=============>................] - ETA: 2s - loss: 10.5164 - mean_absolute_error: 2.46462363/4840 [=============>................] - ETA: 2s - loss: 10.5328 - mean_absolute_error: 2.46672409/4840 [=============>................] - ETA: 2s - loss: 10.5400 - mean_absolute_error: 2.46742454/4840 [==============>...............] - ETA: 2s - loss: 10.5338 - mean_absolute_error: 2.46682498/4840 [==============>...............] - ETA: 2s - loss: 10.5334 - mean_absolute_error: 2.46742543/4840 [==============>...............] - ETA: 2s - loss: 10.5245 - mean_absolute_error: 2.46622588/4840 [===============>..............] - ETA: 2s - loss: 10.5198 - mean_absolute_error: 2.46572633/4840 [===============>..............] - ETA: 2s - loss: 10.5162 - mean_absolute_error: 2.46552679/4840 [===============>..............] - ETA: 2s - loss: 10.5171 - mean_absolute_error: 2.46552723/4840 [===============>..............] - ETA: 2s - loss: 10.5267 - mean_absolute_error: 2.46702770/4840 [================>.............] - ETA: 2s - loss: 10.5255 - mean_absolute_error: 2.46702817/4840 [================>.............] - ETA: 2s - loss: 10.5396 - mean_absolute_error: 2.46902863/4840 [================>.............] - ETA: 2s - loss: 10.5309 - mean_absolute_error: 2.46742908/4840 [=================>............] - ETA: 2s - loss: 10.5311 - mean_absolute_error: 2.46722953/4840 [=================>............] - ETA: 2s - loss: 10.5354 - mean_absolute_error: 2.46752998/4840 [=================>............] - ETA: 2s - loss: 10.5324 - mean_absolute_error: 2.46733043/4840 [=================>............] - ETA: 2s - loss: 10.5377 - mean_absolute_error: 2.46793089/4840 [==================>...........] - ETA: 1s - loss: 10.5371 - mean_absolute_error: 2.46813135/4840 [==================>...........] - ETA: 1s - loss: 10.5370 - mean_absolute_error: 2.46803180/4840 [==================>...........] - ETA: 1s - loss: 10.5439 - mean_absolute_error: 2.46883226/4840 [==================>...........] - ETA: 1s - loss: 10.5458 - mean_absolute_error: 2.46903271/4840 [===================>..........] - ETA: 1s - loss: 10.5417 - mean_absolute_error: 2.46823318/4840 [===================>..........] - ETA: 1s - loss: 10.5469 - mean_absolute_error: 2.46893363/4840 [===================>..........] - ETA: 1s - loss: 10.5472 - mean_absolute_error: 2.46873409/4840 [====================>.........] - ETA: 1s - loss: 10.5440 - mean_absolute_error: 2.46833454/4840 [====================>.........] - ETA: 1s - loss: 10.5451 - mean_absolute_error: 2.46863500/4840 [====================>.........] - ETA: 1s - loss: 10.5382 - mean_absolute_error: 2.46733545/4840 [====================>.........] - ETA: 1s - loss: 10.5352 - mean_absolute_error: 2.46693591/4840 [=====================>........] - ETA: 1s - loss: 10.5378 - mean_absolute_error: 2.46713636/4840 [=====================>........] - ETA: 1s - loss: 10.5437 - mean_absolute_error: 2.46763682/4840 [=====================>........] - ETA: 1s - loss: 10.5377 - mean_absolute_error: 2.46703728/4840 [======================>.......] - ETA: 1s - loss: 10.5372 - mean_absolute_error: 2.46733773/4840 [======================>.......] - ETA: 1s - loss: 10.5403 - mean_absolute_error: 2.46743820/4840 [======================>.......] - ETA: 1s - loss: 10.5376 - mean_absolute_error: 2.46723865/4840 [======================>.......] - ETA: 1s - loss: 10.5428 - mean_absolute_error: 2.46833911/4840 [=======================>......] - ETA: 1s - loss: 10.5324 - mean_absolute_error: 2.46653955/4840 [=======================>......] - ETA: 0s - loss: 10.5270 - mean_absolute_error: 2.46594002/4840 [=======================>......] - ETA: 0s - loss: 10.5298 - mean_absolute_error: 2.46624047/4840 [========================>.....] - ETA: 0s - loss: 10.5171 - mean_absolute_error: 2.46504092/4840 [========================>.....] - ETA: 0s - loss: 10.5197 - mean_absolute_error: 2.46544137/4840 [========================>.....] - ETA: 0s - loss: 10.5208 - mean_absolute_error: 2.46534182/4840 [========================>.....] - ETA: 0s - loss: 10.5205 - mean_absolute_error: 2.46544227/4840 [=========================>....] - ETA: 0s - loss: 10.5292 - mean_absolute_error: 2.46654273/4840 [=========================>....] - ETA: 0s - loss: 10.5266 - mean_absolute_error: 2.46614319/4840 [=========================>....] - ETA: 0s - loss: 10.5200 - mean_absolute_error: 2.46544361/4840 [==========================>...] - ETA: 0s - loss: 10.5123 - mean_absolute_error: 2.46424408/4840 [==========================>...] - ETA: 0s - loss: 10.5081 - mean_absolute_error: 2.46374454/4840 [==========================>...] - ETA: 0s - loss: 10.5054 - mean_absolute_error: 2.46344500/4840 [==========================>...] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46304546/4840 [===========================>..] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46294591/4840 [===========================>..] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46284638/4840 [===========================>..] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46304684/4840 [============================>.] - ETA: 0s - loss: 10.4958 - mean_absolute_error: 2.46234729/4840 [============================>.] - ETA: 0s - loss: 10.4955 - mean_absolute_error: 2.46204774/4840 [============================>.] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46214820/4840 [============================>.] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4628 - val_loss: 11.4916 - val_mean_absolute_error: 2.5807
Epoch 54/100
   1/4840 [..............................] - ETA: 9s - loss: 9.8558 - mean_absolute_error: 2.4724  47/4840 [..............................] - ETA: 5s - loss: 10.8409 - mean_absolute_error: 2.5173  92/4840 [..............................] - ETA: 5s - loss: 10.7971 - mean_absolute_error: 2.5079 138/4840 [..............................] - ETA: 5s - loss: 10.5584 - mean_absolute_error: 2.4784 186/4840 [>.............................] - ETA: 5s - loss: 10.4007 - mean_absolute_error: 2.4531 232/4840 [>.............................] - ETA: 5s - loss: 10.6166 - mean_absolute_error: 2.4754 279/4840 [>.............................] - ETA: 4s - loss: 10.4917 - mean_absolute_error: 2.4557 325/4840 [=>............................] - ETA: 4s - loss: 10.5031 - mean_absolute_error: 2.4589 370/4840 [=>............................] - ETA: 4s - loss: 10.4438 - mean_absolute_error: 2.4499 415/4840 [=>............................] - ETA: 4s - loss: 10.4979 - mean_absolute_error: 2.4567 461/4840 [=>............................] - ETA: 4s - loss: 10.4954 - mean_absolute_error: 2.4579 507/4840 [==>...........................] - ETA: 4s - loss: 10.4819 - mean_absolute_error: 2.4528 553/4840 [==>...........................] - ETA: 4s - loss: 10.4935 - mean_absolute_error: 2.4537 600/4840 [==>...........................] - ETA: 4s - loss: 10.5093 - mean_absolute_error: 2.4551 645/4840 [==>...........................] - ETA: 4s - loss: 10.5085 - mean_absolute_error: 2.4556 691/4840 [===>..........................] - ETA: 4s - loss: 10.5023 - mean_absolute_error: 2.4550 738/4840 [===>..........................] - ETA: 4s - loss: 10.4745 - mean_absolute_error: 2.4510 785/4840 [===>..........................] - ETA: 4s - loss: 10.4658 - mean_absolute_error: 2.4495 830/4840 [====>.........................] - ETA: 4s - loss: 10.4590 - mean_absolute_error: 2.4487 877/4840 [====>.........................] - ETA: 4s - loss: 10.4522 - mean_absolute_error: 2.4488 924/4840 [====>.........................] - ETA: 4s - loss: 10.4284 - mean_absolute_error: 2.4454 971/4840 [=====>........................] - ETA: 4s - loss: 10.4256 - mean_absolute_error: 2.44531016/4840 [=====>........................] - ETA: 4s - loss: 10.4273 - mean_absolute_error: 2.44471061/4840 [=====>........................] - ETA: 4s - loss: 10.4354 - mean_absolute_error: 2.44651106/4840 [=====>........................] - ETA: 4s - loss: 10.4198 - mean_absolute_error: 2.44431151/4840 [======>.......................] - ETA: 4s - loss: 10.4187 - mean_absolute_error: 2.44351197/4840 [======>.......................] - ETA: 4s - loss: 10.4072 - mean_absolute_error: 2.44241244/4840 [======>.......................] - ETA: 3s - loss: 10.4046 - mean_absolute_error: 2.44231288/4840 [======>.......................] - ETA: 3s - loss: 10.4031 - mean_absolute_error: 2.44231334/4840 [=======>......................] - ETA: 3s - loss: 10.3982 - mean_absolute_error: 2.44241380/4840 [=======>......................] - ETA: 3s - loss: 10.3948 - mean_absolute_error: 2.44191426/4840 [=======>......................] - ETA: 3s - loss: 10.3712 - mean_absolute_error: 2.43891473/4840 [========>.....................] - ETA: 3s - loss: 10.3690 - mean_absolute_error: 2.43831520/4840 [========>.....................] - ETA: 3s - loss: 10.3832 - mean_absolute_error: 2.44041566/4840 [========>.....................] - ETA: 3s - loss: 10.3737 - mean_absolute_error: 2.43901611/4840 [========>.....................] - ETA: 3s - loss: 10.3743 - mean_absolute_error: 2.43861657/4840 [=========>....................] - ETA: 3s - loss: 10.3848 - mean_absolute_error: 2.44061703/4840 [=========>....................] - ETA: 3s - loss: 10.3896 - mean_absolute_error: 2.44221749/4840 [=========>....................] - ETA: 3s - loss: 10.3909 - mean_absolute_error: 2.44301794/4840 [==========>...................] - ETA: 3s - loss: 10.3895 - mean_absolute_error: 2.44281840/4840 [==========>...................] - ETA: 3s - loss: 10.4013 - mean_absolute_error: 2.44511885/4840 [==========>...................] - ETA: 3s - loss: 10.3830 - mean_absolute_error: 2.44271930/4840 [==========>...................] - ETA: 3s - loss: 10.3748 - mean_absolute_error: 2.44211976/4840 [===========>..................] - ETA: 3s - loss: 10.3778 - mean_absolute_error: 2.44262022/4840 [===========>..................] - ETA: 3s - loss: 10.3839 - mean_absolute_error: 2.44352068/4840 [===========>..................] - ETA: 3s - loss: 10.3894 - mean_absolute_error: 2.44432114/4840 [============>.................] - ETA: 2s - loss: 10.3960 - mean_absolute_error: 2.44552159/4840 [============>.................] - ETA: 2s - loss: 10.3798 - mean_absolute_error: 2.44382205/4840 [============>.................] - ETA: 2s - loss: 10.3874 - mean_absolute_error: 2.44502251/4840 [============>.................] - ETA: 2s - loss: 10.3916 - mean_absolute_error: 2.44562297/4840 [=============>................] - ETA: 2s - loss: 10.3965 - mean_absolute_error: 2.44592342/4840 [=============>................] - ETA: 2s - loss: 10.3992 - mean_absolute_error: 2.44612387/4840 [=============>................] - ETA: 2s - loss: 10.4035 - mean_absolute_error: 2.44632433/4840 [==============>...............] - ETA: 2s - loss: 10.4111 - mean_absolute_error: 2.44722479/4840 [==============>...............] - ETA: 2s - loss: 10.4198 - mean_absolute_error: 2.44832525/4840 [==============>...............] - ETA: 2s - loss: 10.4212 - mean_absolute_error: 2.44872571/4840 [==============>...............] - ETA: 2s - loss: 10.4197 - mean_absolute_error: 2.44892617/4840 [===============>..............] - ETA: 2s - loss: 10.4241 - mean_absolute_error: 2.44932663/4840 [===============>..............] - ETA: 2s - loss: 10.4222 - mean_absolute_error: 2.44932709/4840 [===============>..............] - ETA: 2s - loss: 10.4394 - mean_absolute_error: 2.45142754/4840 [================>.............] - ETA: 2s - loss: 10.4331 - mean_absolute_error: 2.45052800/4840 [================>.............] - ETA: 2s - loss: 10.4274 - mean_absolute_error: 2.44992846/4840 [================>.............] - ETA: 2s - loss: 10.4344 - mean_absolute_error: 2.45112892/4840 [================>.............] - ETA: 2s - loss: 10.4251 - mean_absolute_error: 2.44992935/4840 [=================>............] - ETA: 2s - loss: 10.4255 - mean_absolute_error: 2.45022981/4840 [=================>............] - ETA: 2s - loss: 10.4318 - mean_absolute_error: 2.45063026/4840 [=================>............] - ETA: 1s - loss: 10.4438 - mean_absolute_error: 2.45253072/4840 [==================>...........] - ETA: 1s - loss: 10.4443 - mean_absolute_error: 2.45233117/4840 [==================>...........] - ETA: 1s - loss: 10.4518 - mean_absolute_error: 2.45313163/4840 [==================>...........] - ETA: 1s - loss: 10.4590 - mean_absolute_error: 2.45413210/4840 [==================>...........] - ETA: 1s - loss: 10.4543 - mean_absolute_error: 2.45363256/4840 [===================>..........] - ETA: 1s - loss: 10.4595 - mean_absolute_error: 2.45413302/4840 [===================>..........] - ETA: 1s - loss: 10.4569 - mean_absolute_error: 2.45323348/4840 [===================>..........] - ETA: 1s - loss: 10.4551 - mean_absolute_error: 2.45313395/4840 [====================>.........] - ETA: 1s - loss: 10.4609 - mean_absolute_error: 2.45383442/4840 [====================>.........] - ETA: 1s - loss: 10.4679 - mean_absolute_error: 2.45473489/4840 [====================>.........] - ETA: 1s - loss: 10.4730 - mean_absolute_error: 2.45563535/4840 [====================>.........] - ETA: 1s - loss: 10.4769 - mean_absolute_error: 2.45643581/4840 [=====================>........] - ETA: 1s - loss: 10.4792 - mean_absolute_error: 2.45663628/4840 [=====================>........] - ETA: 1s - loss: 10.4844 - mean_absolute_error: 2.45723673/4840 [=====================>........] - ETA: 1s - loss: 10.4764 - mean_absolute_error: 2.45643718/4840 [======================>.......] - ETA: 1s - loss: 10.4782 - mean_absolute_error: 2.45653764/4840 [======================>.......] - ETA: 1s - loss: 10.4818 - mean_absolute_error: 2.45683810/4840 [======================>.......] - ETA: 1s - loss: 10.4809 - mean_absolute_error: 2.45723857/4840 [======================>.......] - ETA: 1s - loss: 10.4800 - mean_absolute_error: 2.45723902/4840 [=======================>......] - ETA: 1s - loss: 10.4849 - mean_absolute_error: 2.45783948/4840 [=======================>......] - ETA: 0s - loss: 10.4844 - mean_absolute_error: 2.45783993/4840 [=======================>......] - ETA: 0s - loss: 10.4871 - mean_absolute_error: 2.45814039/4840 [========================>.....] - ETA: 0s - loss: 10.4942 - mean_absolute_error: 2.45884084/4840 [========================>.....] - ETA: 0s - loss: 10.4875 - mean_absolute_error: 2.45814131/4840 [========================>.....] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.45834177/4840 [========================>.....] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.45834223/4840 [=========================>....] - ETA: 0s - loss: 10.4859 - mean_absolute_error: 2.45844268/4840 [=========================>....] - ETA: 0s - loss: 10.4873 - mean_absolute_error: 2.45884313/4840 [=========================>....] - ETA: 0s - loss: 10.4890 - mean_absolute_error: 2.45924359/4840 [==========================>...] - ETA: 0s - loss: 10.4958 - mean_absolute_error: 2.46024404/4840 [==========================>...] - ETA: 0s - loss: 10.4934 - mean_absolute_error: 2.46014449/4840 [==========================>...] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.46064496/4840 [==========================>...] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46094541/4840 [===========================>..] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46034587/4840 [===========================>..] - ETA: 0s - loss: 10.4946 - mean_absolute_error: 2.45994633/4840 [===========================>..] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46004680/4840 [============================>.] - ETA: 0s - loss: 10.4996 - mean_absolute_error: 2.46074724/4840 [============================>.] - ETA: 0s - loss: 10.5072 - mean_absolute_error: 2.46174769/4840 [============================>.] - ETA: 0s - loss: 10.5058 - mean_absolute_error: 2.46124815/4840 [============================>.] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46134840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4611 - val_loss: 11.4930 - val_mean_absolute_error: 2.5809
Epoch 55/100
   1/4840 [..............................] - ETA: 4s - loss: 8.5752 - mean_absolute_error: 2.3345  45/4840 [..............................] - ETA: 5s - loss: 9.8964 - mean_absolute_error: 2.4147  91/4840 [..............................] - ETA: 5s - loss: 10.6327 - mean_absolute_error: 2.4934 136/4840 [..............................] - ETA: 5s - loss: 10.5631 - mean_absolute_error: 2.4758 182/4840 [>.............................] - ETA: 5s - loss: 10.6992 - mean_absolute_error: 2.4943 228/4840 [>.............................] - ETA: 5s - loss: 10.7649 - mean_absolute_error: 2.4912 275/4840 [>.............................] - ETA: 5s - loss: 10.7560 - mean_absolute_error: 2.4908 320/4840 [>.............................] - ETA: 5s - loss: 10.7125 - mean_absolute_error: 2.4856 367/4840 [=>............................] - ETA: 4s - loss: 10.5761 - mean_absolute_error: 2.4690 413/4840 [=>............................] - ETA: 4s - loss: 10.5675 - mean_absolute_error: 2.4678 459/4840 [=>............................] - ETA: 4s - loss: 10.5986 - mean_absolute_error: 2.4705 506/4840 [==>...........................] - ETA: 4s - loss: 10.5716 - mean_absolute_error: 2.4668 552/4840 [==>...........................] - ETA: 4s - loss: 10.5569 - mean_absolute_error: 2.4661 599/4840 [==>...........................] - ETA: 4s - loss: 10.5493 - mean_absolute_error: 2.4673 644/4840 [==>...........................] - ETA: 4s - loss: 10.5757 - mean_absolute_error: 2.4701 690/4840 [===>..........................] - ETA: 4s - loss: 10.5885 - mean_absolute_error: 2.4733 736/4840 [===>..........................] - ETA: 4s - loss: 10.6046 - mean_absolute_error: 2.4749 782/4840 [===>..........................] - ETA: 4s - loss: 10.6385 - mean_absolute_error: 2.4779 827/4840 [====>.........................] - ETA: 4s - loss: 10.6435 - mean_absolute_error: 2.4801 870/4840 [====>.........................] - ETA: 4s - loss: 10.6330 - mean_absolute_error: 2.4779 917/4840 [====>.........................] - ETA: 4s - loss: 10.6154 - mean_absolute_error: 2.4767 963/4840 [====>.........................] - ETA: 4s - loss: 10.5787 - mean_absolute_error: 2.47181007/4840 [=====>........................] - ETA: 4s - loss: 10.5504 - mean_absolute_error: 2.46801053/4840 [=====>........................] - ETA: 4s - loss: 10.5541 - mean_absolute_error: 2.46971098/4840 [=====>........................] - ETA: 4s - loss: 10.5273 - mean_absolute_error: 2.46561144/4840 [======>.......................] - ETA: 4s - loss: 10.5033 - mean_absolute_error: 2.46201191/4840 [======>.......................] - ETA: 4s - loss: 10.4849 - mean_absolute_error: 2.45961237/4840 [======>.......................] - ETA: 3s - loss: 10.4893 - mean_absolute_error: 2.46051283/4840 [======>.......................] - ETA: 3s - loss: 10.4869 - mean_absolute_error: 2.46071327/4840 [=======>......................] - ETA: 3s - loss: 10.4925 - mean_absolute_error: 2.46171373/4840 [=======>......................] - ETA: 3s - loss: 10.4806 - mean_absolute_error: 2.46061419/4840 [=======>......................] - ETA: 3s - loss: 10.4899 - mean_absolute_error: 2.46151464/4840 [========>.....................] - ETA: 3s - loss: 10.4930 - mean_absolute_error: 2.46231509/4840 [========>.....................] - ETA: 3s - loss: 10.5144 - mean_absolute_error: 2.46471554/4840 [========>.....................] - ETA: 3s - loss: 10.5122 - mean_absolute_error: 2.46511599/4840 [========>.....................] - ETA: 3s - loss: 10.5171 - mean_absolute_error: 2.46511645/4840 [=========>....................] - ETA: 3s - loss: 10.5061 - mean_absolute_error: 2.46321691/4840 [=========>....................] - ETA: 3s - loss: 10.4965 - mean_absolute_error: 2.46191736/4840 [=========>....................] - ETA: 3s - loss: 10.5004 - mean_absolute_error: 2.46231781/4840 [==========>...................] - ETA: 3s - loss: 10.4959 - mean_absolute_error: 2.46191827/4840 [==========>...................] - ETA: 3s - loss: 10.4917 - mean_absolute_error: 2.46151873/4840 [==========>...................] - ETA: 3s - loss: 10.4964 - mean_absolute_error: 2.46211919/4840 [==========>...................] - ETA: 3s - loss: 10.5039 - mean_absolute_error: 2.46271964/4840 [===========>..................] - ETA: 3s - loss: 10.5000 - mean_absolute_error: 2.46222011/4840 [===========>..................] - ETA: 3s - loss: 10.4901 - mean_absolute_error: 2.46102058/4840 [===========>..................] - ETA: 3s - loss: 10.5007 - mean_absolute_error: 2.46272105/4840 [============>.................] - ETA: 3s - loss: 10.4914 - mean_absolute_error: 2.46182151/4840 [============>.................] - ETA: 2s - loss: 10.4785 - mean_absolute_error: 2.45972198/4840 [============>.................] - ETA: 2s - loss: 10.4888 - mean_absolute_error: 2.46092245/4840 [============>.................] - ETA: 2s - loss: 10.4815 - mean_absolute_error: 2.46042291/4840 [=============>................] - ETA: 2s - loss: 10.4772 - mean_absolute_error: 2.45912337/4840 [=============>................] - ETA: 2s - loss: 10.4886 - mean_absolute_error: 2.46072381/4840 [=============>................] - ETA: 2s - loss: 10.4910 - mean_absolute_error: 2.46072428/4840 [==============>...............] - ETA: 2s - loss: 10.4961 - mean_absolute_error: 2.46122474/4840 [==============>...............] - ETA: 2s - loss: 10.4976 - mean_absolute_error: 2.46132519/4840 [==============>...............] - ETA: 2s - loss: 10.4905 - mean_absolute_error: 2.46012565/4840 [==============>...............] - ETA: 2s - loss: 10.4793 - mean_absolute_error: 2.45842610/4840 [===============>..............] - ETA: 2s - loss: 10.4796 - mean_absolute_error: 2.45862656/4840 [===============>..............] - ETA: 2s - loss: 10.4752 - mean_absolute_error: 2.45802700/4840 [===============>..............] - ETA: 2s - loss: 10.4781 - mean_absolute_error: 2.45862744/4840 [================>.............] - ETA: 2s - loss: 10.4733 - mean_absolute_error: 2.45772791/4840 [================>.............] - ETA: 2s - loss: 10.4796 - mean_absolute_error: 2.45852837/4840 [================>.............] - ETA: 2s - loss: 10.4808 - mean_absolute_error: 2.45872883/4840 [================>.............] - ETA: 2s - loss: 10.4839 - mean_absolute_error: 2.45882930/4840 [=================>............] - ETA: 2s - loss: 10.4912 - mean_absolute_error: 2.45982975/4840 [=================>............] - ETA: 2s - loss: 10.4890 - mean_absolute_error: 2.45943020/4840 [=================>............] - ETA: 2s - loss: 10.4922 - mean_absolute_error: 2.45983064/4840 [=================>............] - ETA: 1s - loss: 10.4948 - mean_absolute_error: 2.46023109/4840 [==================>...........] - ETA: 1s - loss: 10.4854 - mean_absolute_error: 2.45893155/4840 [==================>...........] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45813201/4840 [==================>...........] - ETA: 1s - loss: 10.4815 - mean_absolute_error: 2.45793247/4840 [===================>..........] - ETA: 1s - loss: 10.4756 - mean_absolute_error: 2.45693291/4840 [===================>..........] - ETA: 1s - loss: 10.4812 - mean_absolute_error: 2.45733337/4840 [===================>..........] - ETA: 1s - loss: 10.4824 - mean_absolute_error: 2.45753383/4840 [===================>..........] - ETA: 1s - loss: 10.4894 - mean_absolute_error: 2.45853428/4840 [====================>.........] - ETA: 1s - loss: 10.4885 - mean_absolute_error: 2.45843473/4840 [====================>.........] - ETA: 1s - loss: 10.4919 - mean_absolute_error: 2.45883519/4840 [====================>.........] - ETA: 1s - loss: 10.4982 - mean_absolute_error: 2.46003562/4840 [=====================>........] - ETA: 1s - loss: 10.4961 - mean_absolute_error: 2.45943604/4840 [=====================>........] - ETA: 1s - loss: 10.4989 - mean_absolute_error: 2.45973650/4840 [=====================>........] - ETA: 1s - loss: 10.5059 - mean_absolute_error: 2.46053695/4840 [=====================>........] - ETA: 1s - loss: 10.5051 - mean_absolute_error: 2.46063741/4840 [======================>.......] - ETA: 1s - loss: 10.5066 - mean_absolute_error: 2.46093786/4840 [======================>.......] - ETA: 1s - loss: 10.5021 - mean_absolute_error: 2.46103833/4840 [======================>.......] - ETA: 1s - loss: 10.5057 - mean_absolute_error: 2.46153877/4840 [=======================>......] - ETA: 1s - loss: 10.5021 - mean_absolute_error: 2.46123923/4840 [=======================>......] - ETA: 1s - loss: 10.4970 - mean_absolute_error: 2.46063968/4840 [=======================>......] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46194013/4840 [=======================>......] - ETA: 0s - loss: 10.5075 - mean_absolute_error: 2.46244057/4840 [========================>.....] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46184102/4840 [========================>.....] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46184146/4840 [========================>.....] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46174192/4840 [========================>.....] - ETA: 0s - loss: 10.4955 - mean_absolute_error: 2.46124238/4840 [=========================>....] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46094283/4840 [=========================>....] - ETA: 0s - loss: 10.4910 - mean_absolute_error: 2.46074330/4840 [=========================>....] - ETA: 0s - loss: 10.4897 - mean_absolute_error: 2.46084376/4840 [==========================>...] - ETA: 0s - loss: 10.4973 - mean_absolute_error: 2.46174423/4840 [==========================>...] - ETA: 0s - loss: 10.4965 - mean_absolute_error: 2.46154468/4840 [==========================>...] - ETA: 0s - loss: 10.4958 - mean_absolute_error: 2.46144514/4840 [==========================>...] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46194559/4840 [===========================>..] - ETA: 0s - loss: 10.5085 - mean_absolute_error: 2.46294605/4840 [===========================>..] - ETA: 0s - loss: 10.5084 - mean_absolute_error: 2.46314650/4840 [===========================>..] - ETA: 0s - loss: 10.5017 - mean_absolute_error: 2.46234696/4840 [============================>.] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.46154740/4840 [============================>.] - ETA: 0s - loss: 10.4957 - mean_absolute_error: 2.46134786/4840 [============================>.] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46214831/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46224840/4840 [==============================] - 6s 1ms/step - loss: 10.5028 - mean_absolute_error: 2.4623 - val_loss: 11.4927 - val_mean_absolute_error: 2.5803
Epoch 56/100
   1/4840 [..............................] - ETA: 9s - loss: 8.1016 - mean_absolute_error: 2.1603  46/4840 [..............................] - ETA: 5s - loss: 11.0402 - mean_absolute_error: 2.5284  93/4840 [..............................] - ETA: 5s - loss: 10.4093 - mean_absolute_error: 2.4503 138/4840 [..............................] - ETA: 5s - loss: 10.4021 - mean_absolute_error: 2.4486 183/4840 [>.............................] - ETA: 5s - loss: 10.3236 - mean_absolute_error: 2.4397 229/4840 [>.............................] - ETA: 5s - loss: 10.3819 - mean_absolute_error: 2.4478 275/4840 [>.............................] - ETA: 5s - loss: 10.4127 - mean_absolute_error: 2.4539 321/4840 [>.............................] - ETA: 5s - loss: 10.4803 - mean_absolute_error: 2.4540 366/4840 [=>............................] - ETA: 4s - loss: 10.4910 - mean_absolute_error: 2.4529 412/4840 [=>............................] - ETA: 4s - loss: 10.4297 - mean_absolute_error: 2.4469 458/4840 [=>............................] - ETA: 4s - loss: 10.4656 - mean_absolute_error: 2.4499 502/4840 [==>...........................] - ETA: 4s - loss: 10.4371 - mean_absolute_error: 2.4486 548/4840 [==>...........................] - ETA: 4s - loss: 10.4020 - mean_absolute_error: 2.4421 594/4840 [==>...........................] - ETA: 4s - loss: 10.3777 - mean_absolute_error: 2.4397 639/4840 [==>...........................] - ETA: 4s - loss: 10.4033 - mean_absolute_error: 2.4448 686/4840 [===>..........................] - ETA: 4s - loss: 10.3622 - mean_absolute_error: 2.4400 732/4840 [===>..........................] - ETA: 4s - loss: 10.3608 - mean_absolute_error: 2.4401 777/4840 [===>..........................] - ETA: 4s - loss: 10.4061 - mean_absolute_error: 2.4475 822/4840 [====>.........................] - ETA: 4s - loss: 10.4167 - mean_absolute_error: 2.4498 868/4840 [====>.........................] - ETA: 4s - loss: 10.4090 - mean_absolute_error: 2.4489 912/4840 [====>.........................] - ETA: 4s - loss: 10.3982 - mean_absolute_error: 2.4472 958/4840 [====>.........................] - ETA: 4s - loss: 10.3832 - mean_absolute_error: 2.44621004/4840 [=====>........................] - ETA: 4s - loss: 10.3962 - mean_absolute_error: 2.44851050/4840 [=====>........................] - ETA: 4s - loss: 10.4099 - mean_absolute_error: 2.45061097/4840 [=====>........................] - ETA: 4s - loss: 10.4129 - mean_absolute_error: 2.45071142/4840 [======>.......................] - ETA: 4s - loss: 10.4390 - mean_absolute_error: 2.45321187/4840 [======>.......................] - ETA: 4s - loss: 10.4635 - mean_absolute_error: 2.45581233/4840 [======>.......................] - ETA: 3s - loss: 10.4696 - mean_absolute_error: 2.45581277/4840 [======>.......................] - ETA: 3s - loss: 10.4658 - mean_absolute_error: 2.45551323/4840 [=======>......................] - ETA: 3s - loss: 10.4641 - mean_absolute_error: 2.45521369/4840 [=======>......................] - ETA: 3s - loss: 10.4927 - mean_absolute_error: 2.45871411/4840 [=======>......................] - ETA: 3s - loss: 10.4944 - mean_absolute_error: 2.45881449/4840 [=======>......................] - ETA: 3s - loss: 10.4920 - mean_absolute_error: 2.45811493/4840 [========>.....................] - ETA: 3s - loss: 10.4973 - mean_absolute_error: 2.45771539/4840 [========>.....................] - ETA: 3s - loss: 10.4950 - mean_absolute_error: 2.45731585/4840 [========>.....................] - ETA: 3s - loss: 10.5112 - mean_absolute_error: 2.45991630/4840 [=========>....................] - ETA: 3s - loss: 10.5089 - mean_absolute_error: 2.45961675/4840 [=========>....................] - ETA: 3s - loss: 10.5095 - mean_absolute_error: 2.46051723/4840 [=========>....................] - ETA: 3s - loss: 10.4938 - mean_absolute_error: 2.45931769/4840 [=========>....................] - ETA: 3s - loss: 10.4735 - mean_absolute_error: 2.45651815/4840 [==========>...................] - ETA: 3s - loss: 10.4680 - mean_absolute_error: 2.45581860/4840 [==========>...................] - ETA: 3s - loss: 10.4737 - mean_absolute_error: 2.45681907/4840 [==========>...................] - ETA: 3s - loss: 10.4690 - mean_absolute_error: 2.45681952/4840 [===========>..................] - ETA: 3s - loss: 10.4583 - mean_absolute_error: 2.45541998/4840 [===========>..................] - ETA: 3s - loss: 10.4639 - mean_absolute_error: 2.45572043/4840 [===========>..................] - ETA: 3s - loss: 10.4490 - mean_absolute_error: 2.45342089/4840 [===========>..................] - ETA: 3s - loss: 10.4515 - mean_absolute_error: 2.45422136/4840 [============>.................] - ETA: 3s - loss: 10.4462 - mean_absolute_error: 2.45332180/4840 [============>.................] - ETA: 2s - loss: 10.4405 - mean_absolute_error: 2.45252226/4840 [============>.................] - ETA: 2s - loss: 10.4453 - mean_absolute_error: 2.45302271/4840 [=============>................] - ETA: 2s - loss: 10.4416 - mean_absolute_error: 2.45282316/4840 [=============>................] - ETA: 2s - loss: 10.4439 - mean_absolute_error: 2.45242362/4840 [=============>................] - ETA: 2s - loss: 10.4351 - mean_absolute_error: 2.45122407/4840 [=============>................] - ETA: 2s - loss: 10.4456 - mean_absolute_error: 2.45272452/4840 [==============>...............] - ETA: 2s - loss: 10.4537 - mean_absolute_error: 2.45392497/4840 [==============>...............] - ETA: 2s - loss: 10.4575 - mean_absolute_error: 2.45462542/4840 [==============>...............] - ETA: 2s - loss: 10.4627 - mean_absolute_error: 2.45532587/4840 [===============>..............] - ETA: 2s - loss: 10.4656 - mean_absolute_error: 2.45562631/4840 [===============>..............] - ETA: 2s - loss: 10.4676 - mean_absolute_error: 2.45632677/4840 [===============>..............] - ETA: 2s - loss: 10.4624 - mean_absolute_error: 2.45572723/4840 [===============>..............] - ETA: 2s - loss: 10.4666 - mean_absolute_error: 2.45642767/4840 [================>.............] - ETA: 2s - loss: 10.4668 - mean_absolute_error: 2.45682813/4840 [================>.............] - ETA: 2s - loss: 10.4662 - mean_absolute_error: 2.45662858/4840 [================>.............] - ETA: 2s - loss: 10.4697 - mean_absolute_error: 2.45712904/4840 [=================>............] - ETA: 2s - loss: 10.4707 - mean_absolute_error: 2.45682949/4840 [=================>............] - ETA: 2s - loss: 10.4720 - mean_absolute_error: 2.45702995/4840 [=================>............] - ETA: 2s - loss: 10.4706 - mean_absolute_error: 2.45683041/4840 [=================>............] - ETA: 2s - loss: 10.4681 - mean_absolute_error: 2.45653085/4840 [==================>...........] - ETA: 1s - loss: 10.4763 - mean_absolute_error: 2.45783129/4840 [==================>...........] - ETA: 1s - loss: 10.4645 - mean_absolute_error: 2.45623174/4840 [==================>...........] - ETA: 1s - loss: 10.4752 - mean_absolute_error: 2.45733219/4840 [==================>...........] - ETA: 1s - loss: 10.4744 - mean_absolute_error: 2.45713265/4840 [===================>..........] - ETA: 1s - loss: 10.4821 - mean_absolute_error: 2.45873311/4840 [===================>..........] - ETA: 1s - loss: 10.4835 - mean_absolute_error: 2.45893357/4840 [===================>..........] - ETA: 1s - loss: 10.4852 - mean_absolute_error: 2.45923403/4840 [====================>.........] - ETA: 1s - loss: 10.4817 - mean_absolute_error: 2.45893449/4840 [====================>.........] - ETA: 1s - loss: 10.4908 - mean_absolute_error: 2.46013494/4840 [====================>.........] - ETA: 1s - loss: 10.4878 - mean_absolute_error: 2.45973540/4840 [====================>.........] - ETA: 1s - loss: 10.4922 - mean_absolute_error: 2.46033585/4840 [=====================>........] - ETA: 1s - loss: 10.4878 - mean_absolute_error: 2.46023632/4840 [=====================>........] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46083678/4840 [=====================>........] - ETA: 1s - loss: 10.4921 - mean_absolute_error: 2.46053724/4840 [======================>.......] - ETA: 1s - loss: 10.4950 - mean_absolute_error: 2.46093771/4840 [======================>.......] - ETA: 1s - loss: 10.4922 - mean_absolute_error: 2.46043816/4840 [======================>.......] - ETA: 1s - loss: 10.4987 - mean_absolute_error: 2.46133862/4840 [======================>.......] - ETA: 1s - loss: 10.4951 - mean_absolute_error: 2.46113909/4840 [=======================>......] - ETA: 1s - loss: 10.4893 - mean_absolute_error: 2.46053955/4840 [=======================>......] - ETA: 0s - loss: 10.4882 - mean_absolute_error: 2.46044000/4840 [=======================>......] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46004046/4840 [========================>.....] - ETA: 0s - loss: 10.4853 - mean_absolute_error: 2.46024092/4840 [========================>.....] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46134137/4840 [========================>.....] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46174183/4840 [========================>.....] - ETA: 0s - loss: 10.5053 - mean_absolute_error: 2.46224228/4840 [=========================>....] - ETA: 0s - loss: 10.5101 - mean_absolute_error: 2.46264275/4840 [=========================>....] - ETA: 0s - loss: 10.5098 - mean_absolute_error: 2.46264321/4840 [=========================>....] - ETA: 0s - loss: 10.5090 - mean_absolute_error: 2.46274367/4840 [==========================>...] - ETA: 0s - loss: 10.5052 - mean_absolute_error: 2.46214413/4840 [==========================>...] - ETA: 0s - loss: 10.5103 - mean_absolute_error: 2.46254458/4840 [==========================>...] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46234504/4840 [==========================>...] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46174549/4840 [===========================>..] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46194594/4840 [===========================>..] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46124639/4840 [===========================>..] - ETA: 0s - loss: 10.5064 - mean_absolute_error: 2.46194685/4840 [============================>.] - ETA: 0s - loss: 10.5025 - mean_absolute_error: 2.46174732/4840 [============================>.] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46204779/4840 [============================>.] - ETA: 0s - loss: 10.5078 - mean_absolute_error: 2.46244825/4840 [============================>.] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46194840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4617 - val_loss: 11.4906 - val_mean_absolute_error: 2.5802
Epoch 57/100
   1/4840 [..............................] - ETA: 9s - loss: 10.3917 - mean_absolute_error: 2.3740  46/4840 [..............................] - ETA: 5s - loss: 10.6736 - mean_absolute_error: 2.4817  91/4840 [..............................] - ETA: 5s - loss: 10.8781 - mean_absolute_error: 2.5105 136/4840 [..............................] - ETA: 5s - loss: 10.6316 - mean_absolute_error: 2.4883 181/4840 [>.............................] - ETA: 5s - loss: 10.4001 - mean_absolute_error: 2.4477 225/4840 [>.............................] - ETA: 5s - loss: 10.4367 - mean_absolute_error: 2.4500 270/4840 [>.............................] - ETA: 5s - loss: 10.4370 - mean_absolute_error: 2.4478 313/4840 [>.............................] - ETA: 5s - loss: 10.3961 - mean_absolute_error: 2.4384 358/4840 [=>............................] - ETA: 5s - loss: 10.3984 - mean_absolute_error: 2.4353 406/4840 [=>............................] - ETA: 4s - loss: 10.3818 - mean_absolute_error: 2.4345 453/4840 [=>............................] - ETA: 4s - loss: 10.3815 - mean_absolute_error: 2.4364 499/4840 [==>...........................] - ETA: 4s - loss: 10.4037 - mean_absolute_error: 2.4407 545/4840 [==>...........................] - ETA: 4s - loss: 10.3964 - mean_absolute_error: 2.4384 591/4840 [==>...........................] - ETA: 4s - loss: 10.4195 - mean_absolute_error: 2.4419 637/4840 [==>...........................] - ETA: 4s - loss: 10.4054 - mean_absolute_error: 2.4392 684/4840 [===>..........................] - ETA: 4s - loss: 10.4136 - mean_absolute_error: 2.4420 730/4840 [===>..........................] - ETA: 4s - loss: 10.4087 - mean_absolute_error: 2.4409 774/4840 [===>..........................] - ETA: 4s - loss: 10.4091 - mean_absolute_error: 2.4422 820/4840 [====>.........................] - ETA: 4s - loss: 10.4150 - mean_absolute_error: 2.4423 866/4840 [====>.........................] - ETA: 4s - loss: 10.4150 - mean_absolute_error: 2.4427 912/4840 [====>.........................] - ETA: 4s - loss: 10.4363 - mean_absolute_error: 2.4453 958/4840 [====>.........................] - ETA: 4s - loss: 10.4615 - mean_absolute_error: 2.44791003/4840 [=====>........................] - ETA: 4s - loss: 10.4613 - mean_absolute_error: 2.45011049/4840 [=====>........................] - ETA: 4s - loss: 10.4730 - mean_absolute_error: 2.45391095/4840 [=====>........................] - ETA: 4s - loss: 10.4620 - mean_absolute_error: 2.45281142/4840 [======>.......................] - ETA: 4s - loss: 10.4791 - mean_absolute_error: 2.45371187/4840 [======>.......................] - ETA: 4s - loss: 10.4864 - mean_absolute_error: 2.45451233/4840 [======>.......................] - ETA: 3s - loss: 10.4892 - mean_absolute_error: 2.45481279/4840 [======>.......................] - ETA: 3s - loss: 10.5073 - mean_absolute_error: 2.45811325/4840 [=======>......................] - ETA: 3s - loss: 10.4863 - mean_absolute_error: 2.45501371/4840 [=======>......................] - ETA: 3s - loss: 10.4878 - mean_absolute_error: 2.45501416/4840 [=======>......................] - ETA: 3s - loss: 10.5091 - mean_absolute_error: 2.45781462/4840 [========>.....................] - ETA: 3s - loss: 10.5136 - mean_absolute_error: 2.45891507/4840 [========>.....................] - ETA: 3s - loss: 10.5165 - mean_absolute_error: 2.45971552/4840 [========>.....................] - ETA: 3s - loss: 10.5131 - mean_absolute_error: 2.46011598/4840 [========>.....................] - ETA: 3s - loss: 10.5127 - mean_absolute_error: 2.45971643/4840 [=========>....................] - ETA: 3s - loss: 10.4909 - mean_absolute_error: 2.45751687/4840 [=========>....................] - ETA: 3s - loss: 10.4944 - mean_absolute_error: 2.45751733/4840 [=========>....................] - ETA: 3s - loss: 10.4993 - mean_absolute_error: 2.45841778/4840 [==========>...................] - ETA: 3s - loss: 10.4927 - mean_absolute_error: 2.45821824/4840 [==========>...................] - ETA: 3s - loss: 10.5091 - mean_absolute_error: 2.46031868/4840 [==========>...................] - ETA: 3s - loss: 10.5166 - mean_absolute_error: 2.46171911/4840 [==========>...................] - ETA: 3s - loss: 10.5187 - mean_absolute_error: 2.46171957/4840 [===========>..................] - ETA: 3s - loss: 10.5295 - mean_absolute_error: 2.46332002/4840 [===========>..................] - ETA: 3s - loss: 10.5206 - mean_absolute_error: 2.46282047/4840 [===========>..................] - ETA: 3s - loss: 10.5288 - mean_absolute_error: 2.46492093/4840 [===========>..................] - ETA: 3s - loss: 10.5304 - mean_absolute_error: 2.46502139/4840 [============>.................] - ETA: 2s - loss: 10.5204 - mean_absolute_error: 2.46372185/4840 [============>.................] - ETA: 2s - loss: 10.5184 - mean_absolute_error: 2.46362232/4840 [============>.................] - ETA: 2s - loss: 10.5271 - mean_absolute_error: 2.46442277/4840 [=============>................] - ETA: 2s - loss: 10.5217 - mean_absolute_error: 2.46302322/4840 [=============>................] - ETA: 2s - loss: 10.5247 - mean_absolute_error: 2.46372366/4840 [=============>................] - ETA: 2s - loss: 10.5215 - mean_absolute_error: 2.46262412/4840 [=============>................] - ETA: 2s - loss: 10.5246 - mean_absolute_error: 2.46312457/4840 [==============>...............] - ETA: 2s - loss: 10.5159 - mean_absolute_error: 2.46222502/4840 [==============>...............] - ETA: 2s - loss: 10.5050 - mean_absolute_error: 2.46112546/4840 [==============>...............] - ETA: 2s - loss: 10.4977 - mean_absolute_error: 2.46022588/4840 [===============>..............] - ETA: 2s - loss: 10.4961 - mean_absolute_error: 2.45992634/4840 [===============>..............] - ETA: 2s - loss: 10.5081 - mean_absolute_error: 2.46142681/4840 [===============>..............] - ETA: 2s - loss: 10.5089 - mean_absolute_error: 2.46172726/4840 [===============>..............] - ETA: 2s - loss: 10.5087 - mean_absolute_error: 2.46182770/4840 [================>.............] - ETA: 2s - loss: 10.5234 - mean_absolute_error: 2.46422815/4840 [================>.............] - ETA: 2s - loss: 10.5200 - mean_absolute_error: 2.46372860/4840 [================>.............] - ETA: 2s - loss: 10.5242 - mean_absolute_error: 2.46452905/4840 [=================>............] - ETA: 2s - loss: 10.5240 - mean_absolute_error: 2.46422949/4840 [=================>............] - ETA: 2s - loss: 10.5175 - mean_absolute_error: 2.46342995/4840 [=================>............] - ETA: 2s - loss: 10.5210 - mean_absolute_error: 2.46373040/4840 [=================>............] - ETA: 2s - loss: 10.5113 - mean_absolute_error: 2.46233087/4840 [==================>...........] - ETA: 1s - loss: 10.5009 - mean_absolute_error: 2.46143133/4840 [==================>...........] - ETA: 1s - loss: 10.4995 - mean_absolute_error: 2.46093179/4840 [==================>...........] - ETA: 1s - loss: 10.5024 - mean_absolute_error: 2.46093225/4840 [==================>...........] - ETA: 1s - loss: 10.5022 - mean_absolute_error: 2.46103272/4840 [===================>..........] - ETA: 1s - loss: 10.4945 - mean_absolute_error: 2.45983318/4840 [===================>..........] - ETA: 1s - loss: 10.4889 - mean_absolute_error: 2.45923363/4840 [===================>..........] - ETA: 1s - loss: 10.4909 - mean_absolute_error: 2.45953408/4840 [====================>.........] - ETA: 1s - loss: 10.4950 - mean_absolute_error: 2.45993454/4840 [====================>.........] - ETA: 1s - loss: 10.5047 - mean_absolute_error: 2.46083498/4840 [====================>.........] - ETA: 1s - loss: 10.4972 - mean_absolute_error: 2.45923544/4840 [====================>.........] - ETA: 1s - loss: 10.4885 - mean_absolute_error: 2.45803589/4840 [=====================>........] - ETA: 1s - loss: 10.4844 - mean_absolute_error: 2.45763635/4840 [=====================>........] - ETA: 1s - loss: 10.4822 - mean_absolute_error: 2.45723681/4840 [=====================>........] - ETA: 1s - loss: 10.4819 - mean_absolute_error: 2.45753726/4840 [======================>.......] - ETA: 1s - loss: 10.4895 - mean_absolute_error: 2.45833773/4840 [======================>.......] - ETA: 1s - loss: 10.4914 - mean_absolute_error: 2.45883820/4840 [======================>.......] - ETA: 1s - loss: 10.4808 - mean_absolute_error: 2.45793867/4840 [======================>.......] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45823912/4840 [=======================>......] - ETA: 1s - loss: 10.4846 - mean_absolute_error: 2.45903959/4840 [=======================>......] - ETA: 0s - loss: 10.4838 - mean_absolute_error: 2.45894005/4840 [=======================>......] - ETA: 0s - loss: 10.4928 - mean_absolute_error: 2.46034051/4840 [========================>.....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45984097/4840 [========================>.....] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46024143/4840 [========================>.....] - ETA: 0s - loss: 10.4970 - mean_absolute_error: 2.46104188/4840 [========================>.....] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46154233/4840 [=========================>....] - ETA: 0s - loss: 10.4996 - mean_absolute_error: 2.46164276/4840 [=========================>....] - ETA: 0s - loss: 10.4946 - mean_absolute_error: 2.46074320/4840 [=========================>....] - ETA: 0s - loss: 10.4908 - mean_absolute_error: 2.46014365/4840 [==========================>...] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46124410/4840 [==========================>...] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46174457/4840 [==========================>...] - ETA: 0s - loss: 10.5082 - mean_absolute_error: 2.46274502/4840 [==========================>...] - ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46214548/4840 [===========================>..] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46224594/4840 [===========================>..] - ETA: 0s - loss: 10.5044 - mean_absolute_error: 2.46194639/4840 [===========================>..] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46154684/4840 [============================>.] - ETA: 0s - loss: 10.5030 - mean_absolute_error: 2.46184731/4840 [============================>.] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46174775/4840 [============================>.] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46184821/4840 [============================>.] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5025 - mean_absolute_error: 2.4618 - val_loss: 11.4936 - val_mean_absolute_error: 2.5811
Epoch 58/100
   1/4840 [..............................] - ETA: 9s - loss: 10.5856 - mean_absolute_error: 2.7257  45/4840 [..............................] - ETA: 5s - loss: 10.6355 - mean_absolute_error: 2.5049  90/4840 [..............................] - ETA: 5s - loss: 10.1254 - mean_absolute_error: 2.4323 135/4840 [..............................] - ETA: 5s - loss: 10.3749 - mean_absolute_error: 2.4574 180/4840 [>.............................] - ETA: 5s - loss: 10.5108 - mean_absolute_error: 2.4758 226/4840 [>.............................] - ETA: 5s - loss: 10.3638 - mean_absolute_error: 2.4553 271/4840 [>.............................] - ETA: 5s - loss: 10.3489 - mean_absolute_error: 2.4541 318/4840 [>.............................] - ETA: 5s - loss: 10.2985 - mean_absolute_error: 2.4436 365/4840 [=>............................] - ETA: 4s - loss: 10.3338 - mean_absolute_error: 2.4457 409/4840 [=>............................] - ETA: 4s - loss: 10.3889 - mean_absolute_error: 2.4512 454/4840 [=>............................] - ETA: 4s - loss: 10.3386 - mean_absolute_error: 2.4443 500/4840 [==>...........................] - ETA: 4s - loss: 10.3997 - mean_absolute_error: 2.4510 546/4840 [==>...........................] - ETA: 4s - loss: 10.3902 - mean_absolute_error: 2.4507 592/4840 [==>...........................] - ETA: 4s - loss: 10.4066 - mean_absolute_error: 2.4527 635/4840 [==>...........................] - ETA: 4s - loss: 10.4177 - mean_absolute_error: 2.4542 681/4840 [===>..........................] - ETA: 4s - loss: 10.4219 - mean_absolute_error: 2.4547 726/4840 [===>..........................] - ETA: 4s - loss: 10.4268 - mean_absolute_error: 2.4530 771/4840 [===>..........................] - ETA: 4s - loss: 10.4207 - mean_absolute_error: 2.4521 818/4840 [====>.........................] - ETA: 4s - loss: 10.3966 - mean_absolute_error: 2.4490 864/4840 [====>.........................] - ETA: 4s - loss: 10.4164 - mean_absolute_error: 2.4504 911/4840 [====>.........................] - ETA: 4s - loss: 10.4220 - mean_absolute_error: 2.4507 958/4840 [====>.........................] - ETA: 4s - loss: 10.4099 - mean_absolute_error: 2.45071003/4840 [=====>........................] - ETA: 4s - loss: 10.3833 - mean_absolute_error: 2.44651048/4840 [=====>........................] - ETA: 4s - loss: 10.4179 - mean_absolute_error: 2.45141094/4840 [=====>........................] - ETA: 4s - loss: 10.4128 - mean_absolute_error: 2.45211140/4840 [======>.......................] - ETA: 4s - loss: 10.3768 - mean_absolute_error: 2.44721184/4840 [======>.......................] - ETA: 4s - loss: 10.3813 - mean_absolute_error: 2.44791229/4840 [======>.......................] - ETA: 4s - loss: 10.4004 - mean_absolute_error: 2.44981275/4840 [======>.......................] - ETA: 3s - loss: 10.4085 - mean_absolute_error: 2.44971320/4840 [=======>......................] - ETA: 3s - loss: 10.4109 - mean_absolute_error: 2.44971365/4840 [=======>......................] - ETA: 3s - loss: 10.4191 - mean_absolute_error: 2.45021411/4840 [=======>......................] - ETA: 3s - loss: 10.4102 - mean_absolute_error: 2.44961456/4840 [========>.....................] - ETA: 3s - loss: 10.4064 - mean_absolute_error: 2.44841503/4840 [========>.....................] - ETA: 3s - loss: 10.3980 - mean_absolute_error: 2.44721548/4840 [========>.....................] - ETA: 3s - loss: 10.4011 - mean_absolute_error: 2.44711593/4840 [========>.....................] - ETA: 3s - loss: 10.3894 - mean_absolute_error: 2.44531637/4840 [=========>....................] - ETA: 3s - loss: 10.3886 - mean_absolute_error: 2.44491683/4840 [=========>....................] - ETA: 3s - loss: 10.3814 - mean_absolute_error: 2.44411729/4840 [=========>....................] - ETA: 3s - loss: 10.3878 - mean_absolute_error: 2.44461775/4840 [==========>...................] - ETA: 3s - loss: 10.3877 - mean_absolute_error: 2.44501823/4840 [==========>...................] - ETA: 3s - loss: 10.3996 - mean_absolute_error: 2.44601868/4840 [==========>...................] - ETA: 3s - loss: 10.3881 - mean_absolute_error: 2.44431914/4840 [==========>...................] - ETA: 3s - loss: 10.3910 - mean_absolute_error: 2.44441960/4840 [===========>..................] - ETA: 3s - loss: 10.3810 - mean_absolute_error: 2.44332005/4840 [===========>..................] - ETA: 3s - loss: 10.3816 - mean_absolute_error: 2.44402050/4840 [===========>..................] - ETA: 3s - loss: 10.3803 - mean_absolute_error: 2.44402096/4840 [===========>..................] - ETA: 3s - loss: 10.3979 - mean_absolute_error: 2.44652141/4840 [============>.................] - ETA: 2s - loss: 10.3971 - mean_absolute_error: 2.44622188/4840 [============>.................] - ETA: 2s - loss: 10.3994 - mean_absolute_error: 2.44672233/4840 [============>.................] - ETA: 2s - loss: 10.3964 - mean_absolute_error: 2.44662280/4840 [=============>................] - ETA: 2s - loss: 10.4134 - mean_absolute_error: 2.44892325/4840 [=============>................] - ETA: 2s - loss: 10.4160 - mean_absolute_error: 2.45012371/4840 [=============>................] - ETA: 2s - loss: 10.4171 - mean_absolute_error: 2.45042417/4840 [=============>................] - ETA: 2s - loss: 10.4243 - mean_absolute_error: 2.45172462/4840 [==============>...............] - ETA: 2s - loss: 10.4364 - mean_absolute_error: 2.45342510/4840 [==============>...............] - ETA: 2s - loss: 10.4408 - mean_absolute_error: 2.45422555/4840 [==============>...............] - ETA: 2s - loss: 10.4298 - mean_absolute_error: 2.45272601/4840 [===============>..............] - ETA: 2s - loss: 10.4303 - mean_absolute_error: 2.45272646/4840 [===============>..............] - ETA: 2s - loss: 10.4342 - mean_absolute_error: 2.45262692/4840 [===============>..............] - ETA: 2s - loss: 10.4336 - mean_absolute_error: 2.45242736/4840 [===============>..............] - ETA: 2s - loss: 10.4381 - mean_absolute_error: 2.45292782/4840 [================>.............] - ETA: 2s - loss: 10.4424 - mean_absolute_error: 2.45312827/4840 [================>.............] - ETA: 2s - loss: 10.4505 - mean_absolute_error: 2.45442871/4840 [================>.............] - ETA: 2s - loss: 10.4490 - mean_absolute_error: 2.45442916/4840 [=================>............] - ETA: 2s - loss: 10.4510 - mean_absolute_error: 2.45492962/4840 [=================>............] - ETA: 2s - loss: 10.4549 - mean_absolute_error: 2.45583007/4840 [=================>............] - ETA: 2s - loss: 10.4511 - mean_absolute_error: 2.45543054/4840 [=================>............] - ETA: 1s - loss: 10.4533 - mean_absolute_error: 2.45553100/4840 [==================>...........] - ETA: 1s - loss: 10.4570 - mean_absolute_error: 2.45563144/4840 [==================>...........] - ETA: 1s - loss: 10.4636 - mean_absolute_error: 2.45623190/4840 [==================>...........] - ETA: 1s - loss: 10.4553 - mean_absolute_error: 2.45503236/4840 [===================>..........] - ETA: 1s - loss: 10.4500 - mean_absolute_error: 2.45423281/4840 [===================>..........] - ETA: 1s - loss: 10.4533 - mean_absolute_error: 2.45473327/4840 [===================>..........] - ETA: 1s - loss: 10.4484 - mean_absolute_error: 2.45443372/4840 [===================>..........] - ETA: 1s - loss: 10.4434 - mean_absolute_error: 2.45393418/4840 [====================>.........] - ETA: 1s - loss: 10.4436 - mean_absolute_error: 2.45393463/4840 [====================>.........] - ETA: 1s - loss: 10.4404 - mean_absolute_error: 2.45323508/4840 [====================>.........] - ETA: 1s - loss: 10.4521 - mean_absolute_error: 2.45453554/4840 [=====================>........] - ETA: 1s - loss: 10.4520 - mean_absolute_error: 2.45463600/4840 [=====================>........] - ETA: 1s - loss: 10.4629 - mean_absolute_error: 2.45583646/4840 [=====================>........] - ETA: 1s - loss: 10.4633 - mean_absolute_error: 2.45603692/4840 [=====================>........] - ETA: 1s - loss: 10.4620 - mean_absolute_error: 2.45543739/4840 [======================>.......] - ETA: 1s - loss: 10.4730 - mean_absolute_error: 2.45643784/4840 [======================>.......] - ETA: 1s - loss: 10.4704 - mean_absolute_error: 2.45633829/4840 [======================>.......] - ETA: 1s - loss: 10.4671 - mean_absolute_error: 2.45583875/4840 [=======================>......] - ETA: 1s - loss: 10.4713 - mean_absolute_error: 2.45643920/4840 [=======================>......] - ETA: 1s - loss: 10.4638 - mean_absolute_error: 2.45563967/4840 [=======================>......] - ETA: 0s - loss: 10.4660 - mean_absolute_error: 2.45624014/4840 [=======================>......] - ETA: 0s - loss: 10.4732 - mean_absolute_error: 2.45724060/4840 [========================>.....] - ETA: 0s - loss: 10.4756 - mean_absolute_error: 2.45774105/4840 [========================>.....] - ETA: 0s - loss: 10.4827 - mean_absolute_error: 2.45884151/4840 [========================>.....] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.45914196/4840 [=========================>....] - ETA: 0s - loss: 10.4905 - mean_absolute_error: 2.45994241/4840 [=========================>....] - ETA: 0s - loss: 10.4939 - mean_absolute_error: 2.46074287/4840 [=========================>....] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46154333/4840 [=========================>....] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46174378/4840 [==========================>...] - ETA: 0s - loss: 10.4964 - mean_absolute_error: 2.46104423/4840 [==========================>...] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46074470/4840 [==========================>...] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.46064517/4840 [==========================>...] - ETA: 0s - loss: 10.4947 - mean_absolute_error: 2.46044563/4840 [===========================>..] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.45944609/4840 [===========================>..] - ETA: 0s - loss: 10.4890 - mean_absolute_error: 2.45944656/4840 [===========================>..] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46044701/4840 [============================>.] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46104746/4840 [============================>.] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46114792/4840 [============================>.] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46094837/4840 [============================>.] - ETA: 0s - loss: 10.5052 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5032 - mean_absolute_error: 2.4614 - val_loss: 11.4929 - val_mean_absolute_error: 2.5807
Epoch 59/100
   1/4840 [..............................] - ETA: 9s - loss: 8.7619 - mean_absolute_error: 2.3580  44/4840 [..............................] - ETA: 5s - loss: 10.2710 - mean_absolute_error: 2.4324  87/4840 [..............................] - ETA: 5s - loss: 10.4311 - mean_absolute_error: 2.4464 132/4840 [..............................] - ETA: 5s - loss: 10.3954 - mean_absolute_error: 2.4404 177/4840 [>.............................] - ETA: 5s - loss: 10.5806 - mean_absolute_error: 2.4644 221/4840 [>.............................] - ETA: 5s - loss: 10.5898 - mean_absolute_error: 2.4618 266/4840 [>.............................] - ETA: 5s - loss: 10.5878 - mean_absolute_error: 2.4651 311/4840 [>.............................] - ETA: 5s - loss: 10.5223 - mean_absolute_error: 2.4598 354/4840 [=>............................] - ETA: 5s - loss: 10.4882 - mean_absolute_error: 2.4545 399/4840 [=>............................] - ETA: 5s - loss: 10.3737 - mean_absolute_error: 2.4375 443/4840 [=>............................] - ETA: 5s - loss: 10.3284 - mean_absolute_error: 2.4337 488/4840 [==>...........................] - ETA: 4s - loss: 10.2788 - mean_absolute_error: 2.4263 532/4840 [==>...........................] - ETA: 4s - loss: 10.2878 - mean_absolute_error: 2.4280 579/4840 [==>...........................] - ETA: 4s - loss: 10.3619 - mean_absolute_error: 2.4376 623/4840 [==>...........................] - ETA: 4s - loss: 10.3128 - mean_absolute_error: 2.4326 669/4840 [===>..........................] - ETA: 4s - loss: 10.3650 - mean_absolute_error: 2.4385 713/4840 [===>..........................] - ETA: 4s - loss: 10.3504 - mean_absolute_error: 2.4372 758/4840 [===>..........................] - ETA: 4s - loss: 10.3314 - mean_absolute_error: 2.4349 801/4840 [===>..........................] - ETA: 4s - loss: 10.3387 - mean_absolute_error: 2.4344 847/4840 [====>.........................] - ETA: 4s - loss: 10.3542 - mean_absolute_error: 2.4349 893/4840 [====>.........................] - ETA: 4s - loss: 10.3701 - mean_absolute_error: 2.4386 936/4840 [====>.........................] - ETA: 4s - loss: 10.3650 - mean_absolute_error: 2.4366 980/4840 [=====>........................] - ETA: 4s - loss: 10.3587 - mean_absolute_error: 2.43761025/4840 [=====>........................] - ETA: 4s - loss: 10.3527 - mean_absolute_error: 2.43671070/4840 [=====>........................] - ETA: 4s - loss: 10.3687 - mean_absolute_error: 2.43851115/4840 [=====>........................] - ETA: 4s - loss: 10.3799 - mean_absolute_error: 2.43891161/4840 [======>.......................] - ETA: 4s - loss: 10.3609 - mean_absolute_error: 2.43641206/4840 [======>.......................] - ETA: 4s - loss: 10.3417 - mean_absolute_error: 2.43271252/4840 [======>.......................] - ETA: 4s - loss: 10.3703 - mean_absolute_error: 2.43691297/4840 [=======>......................] - ETA: 4s - loss: 10.3980 - mean_absolute_error: 2.44031343/4840 [=======>......................] - ETA: 3s - loss: 10.4258 - mean_absolute_error: 2.44371387/4840 [=======>......................] - ETA: 3s - loss: 10.4532 - mean_absolute_error: 2.44701431/4840 [=======>......................] - ETA: 3s - loss: 10.4814 - mean_absolute_error: 2.45061473/4840 [========>.....................] - ETA: 3s - loss: 10.4909 - mean_absolute_error: 2.45171517/4840 [========>.....................] - ETA: 3s - loss: 10.4780 - mean_absolute_error: 2.45071562/4840 [========>.....................] - ETA: 3s - loss: 10.4899 - mean_absolute_error: 2.45311607/4840 [========>.....................] - ETA: 3s - loss: 10.4734 - mean_absolute_error: 2.45101653/4840 [=========>....................] - ETA: 3s - loss: 10.4922 - mean_absolute_error: 2.45321698/4840 [=========>....................] - ETA: 3s - loss: 10.4952 - mean_absolute_error: 2.45281742/4840 [=========>....................] - ETA: 3s - loss: 10.4896 - mean_absolute_error: 2.45141787/4840 [==========>...................] - ETA: 3s - loss: 10.4743 - mean_absolute_error: 2.45041833/4840 [==========>...................] - ETA: 3s - loss: 10.4826 - mean_absolute_error: 2.45241879/4840 [==========>...................] - ETA: 3s - loss: 10.4787 - mean_absolute_error: 2.45271923/4840 [==========>...................] - ETA: 3s - loss: 10.4784 - mean_absolute_error: 2.45241968/4840 [===========>..................] - ETA: 3s - loss: 10.4771 - mean_absolute_error: 2.45232013/4840 [===========>..................] - ETA: 3s - loss: 10.4579 - mean_absolute_error: 2.45002059/4840 [===========>..................] - ETA: 3s - loss: 10.4591 - mean_absolute_error: 2.45092103/4840 [============>.................] - ETA: 3s - loss: 10.4466 - mean_absolute_error: 2.44892149/4840 [============>.................] - ETA: 3s - loss: 10.4484 - mean_absolute_error: 2.44982194/4840 [============>.................] - ETA: 2s - loss: 10.4502 - mean_absolute_error: 2.44972239/4840 [============>.................] - ETA: 2s - loss: 10.4566 - mean_absolute_error: 2.45082284/4840 [=============>................] - ETA: 2s - loss: 10.4583 - mean_absolute_error: 2.45092330/4840 [=============>................] - ETA: 2s - loss: 10.4524 - mean_absolute_error: 2.45032373/4840 [=============>................] - ETA: 2s - loss: 10.4482 - mean_absolute_error: 2.44962416/4840 [=============>................] - ETA: 2s - loss: 10.4507 - mean_absolute_error: 2.45052461/4840 [==============>...............] - ETA: 2s - loss: 10.4658 - mean_absolute_error: 2.45262505/4840 [==============>...............] - ETA: 2s - loss: 10.4650 - mean_absolute_error: 2.45252551/4840 [==============>...............] - ETA: 2s - loss: 10.4726 - mean_absolute_error: 2.45352597/4840 [===============>..............] - ETA: 2s - loss: 10.4779 - mean_absolute_error: 2.45402643/4840 [===============>..............] - ETA: 2s - loss: 10.4809 - mean_absolute_error: 2.45492689/4840 [===============>..............] - ETA: 2s - loss: 10.4871 - mean_absolute_error: 2.45632734/4840 [===============>..............] - ETA: 2s - loss: 10.4989 - mean_absolute_error: 2.45762780/4840 [================>.............] - ETA: 2s - loss: 10.5069 - mean_absolute_error: 2.45872826/4840 [================>.............] - ETA: 2s - loss: 10.5038 - mean_absolute_error: 2.45872872/4840 [================>.............] - ETA: 2s - loss: 10.4996 - mean_absolute_error: 2.45872918/4840 [=================>............] - ETA: 2s - loss: 10.5017 - mean_absolute_error: 2.45912961/4840 [=================>............] - ETA: 2s - loss: 10.4940 - mean_absolute_error: 2.45793005/4840 [=================>............] - ETA: 2s - loss: 10.4979 - mean_absolute_error: 2.45893050/4840 [=================>............] - ETA: 2s - loss: 10.5025 - mean_absolute_error: 2.45963095/4840 [==================>...........] - ETA: 1s - loss: 10.5049 - mean_absolute_error: 2.46003140/4840 [==================>...........] - ETA: 1s - loss: 10.5051 - mean_absolute_error: 2.46043186/4840 [==================>...........] - ETA: 1s - loss: 10.5065 - mean_absolute_error: 2.46043230/4840 [===================>..........] - ETA: 1s - loss: 10.5178 - mean_absolute_error: 2.46183275/4840 [===================>..........] - ETA: 1s - loss: 10.5197 - mean_absolute_error: 2.46213319/4840 [===================>..........] - ETA: 1s - loss: 10.5252 - mean_absolute_error: 2.46243362/4840 [===================>..........] - ETA: 1s - loss: 10.5224 - mean_absolute_error: 2.46213408/4840 [====================>.........] - ETA: 1s - loss: 10.5275 - mean_absolute_error: 2.46273453/4840 [====================>.........] - ETA: 1s - loss: 10.5292 - mean_absolute_error: 2.46313498/4840 [====================>.........] - ETA: 1s - loss: 10.5302 - mean_absolute_error: 2.46333542/4840 [====================>.........] - ETA: 1s - loss: 10.5246 - mean_absolute_error: 2.46323588/4840 [=====================>........] - ETA: 1s - loss: 10.5216 - mean_absolute_error: 2.46273633/4840 [=====================>........] - ETA: 1s - loss: 10.5120 - mean_absolute_error: 2.46163679/4840 [=====================>........] - ETA: 1s - loss: 10.5133 - mean_absolute_error: 2.46133725/4840 [======================>.......] - ETA: 1s - loss: 10.5132 - mean_absolute_error: 2.46133770/4840 [======================>.......] - ETA: 1s - loss: 10.5242 - mean_absolute_error: 2.46273816/4840 [======================>.......] - ETA: 1s - loss: 10.5217 - mean_absolute_error: 2.46273861/4840 [======================>.......] - ETA: 1s - loss: 10.5260 - mean_absolute_error: 2.46343905/4840 [=======================>......] - ETA: 1s - loss: 10.5245 - mean_absolute_error: 2.46323950/4840 [=======================>......] - ETA: 1s - loss: 10.5293 - mean_absolute_error: 2.46453996/4840 [=======================>......] - ETA: 0s - loss: 10.5239 - mean_absolute_error: 2.46394041/4840 [========================>.....] - ETA: 0s - loss: 10.5250 - mean_absolute_error: 2.46444086/4840 [========================>.....] - ETA: 0s - loss: 10.5261 - mean_absolute_error: 2.46424131/4840 [========================>.....] - ETA: 0s - loss: 10.5229 - mean_absolute_error: 2.46374174/4840 [========================>.....] - ETA: 0s - loss: 10.5281 - mean_absolute_error: 2.46424218/4840 [=========================>....] - ETA: 0s - loss: 10.5262 - mean_absolute_error: 2.46434263/4840 [=========================>....] - ETA: 0s - loss: 10.5304 - mean_absolute_error: 2.46484308/4840 [=========================>....] - ETA: 0s - loss: 10.5358 - mean_absolute_error: 2.46564353/4840 [=========================>....] - ETA: 0s - loss: 10.5289 - mean_absolute_error: 2.46494397/4840 [==========================>...] - ETA: 0s - loss: 10.5204 - mean_absolute_error: 2.46394442/4840 [==========================>...] - ETA: 0s - loss: 10.5279 - mean_absolute_error: 2.46504486/4840 [==========================>...] - ETA: 0s - loss: 10.5193 - mean_absolute_error: 2.46404530/4840 [===========================>..] - ETA: 0s - loss: 10.5182 - mean_absolute_error: 2.46374575/4840 [===========================>..] - ETA: 0s - loss: 10.5192 - mean_absolute_error: 2.46424621/4840 [===========================>..] - ETA: 0s - loss: 10.5166 - mean_absolute_error: 2.46404667/4840 [===========================>..] - ETA: 0s - loss: 10.5184 - mean_absolute_error: 2.46404713/4840 [============================>.] - ETA: 0s - loss: 10.5094 - mean_absolute_error: 2.46304757/4840 [============================>.] - ETA: 0s - loss: 10.5137 - mean_absolute_error: 2.46354802/4840 [============================>.] - ETA: 0s - loss: 10.5102 - mean_absolute_error: 2.46314840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4622 - val_loss: 11.4926 - val_mean_absolute_error: 2.5802
Epoch 60/100
   1/4840 [..............................] - ETA: 9s - loss: 7.9630 - mean_absolute_error: 2.1734  44/4840 [..............................] - ETA: 5s - loss: 10.4071 - mean_absolute_error: 2.4454  89/4840 [..............................] - ETA: 5s - loss: 10.1249 - mean_absolute_error: 2.4052 134/4840 [..............................] - ETA: 5s - loss: 10.4930 - mean_absolute_error: 2.4576 181/4840 [>.............................] - ETA: 5s - loss: 10.4888 - mean_absolute_error: 2.4549 227/4840 [>.............................] - ETA: 5s - loss: 10.4730 - mean_absolute_error: 2.4502 274/4840 [>.............................] - ETA: 5s - loss: 10.3630 - mean_absolute_error: 2.4410 320/4840 [>.............................] - ETA: 5s - loss: 10.4627 - mean_absolute_error: 2.4540 366/4840 [=>............................] - ETA: 4s - loss: 10.4897 - mean_absolute_error: 2.4573 411/4840 [=>............................] - ETA: 4s - loss: 10.5171 - mean_absolute_error: 2.4589 456/4840 [=>............................] - ETA: 4s - loss: 10.5215 - mean_absolute_error: 2.4613 500/4840 [==>...........................] - ETA: 4s - loss: 10.5458 - mean_absolute_error: 2.4641 545/4840 [==>...........................] - ETA: 4s - loss: 10.5427 - mean_absolute_error: 2.4635 590/4840 [==>...........................] - ETA: 4s - loss: 10.5494 - mean_absolute_error: 2.4636 636/4840 [==>...........................] - ETA: 4s - loss: 10.5334 - mean_absolute_error: 2.4628 681/4840 [===>..........................] - ETA: 4s - loss: 10.5052 - mean_absolute_error: 2.4598 728/4840 [===>..........................] - ETA: 4s - loss: 10.4722 - mean_absolute_error: 2.4569 775/4840 [===>..........................] - ETA: 4s - loss: 10.4424 - mean_absolute_error: 2.4523 821/4840 [====>.........................] - ETA: 4s - loss: 10.4188 - mean_absolute_error: 2.4498 867/4840 [====>.........................] - ETA: 4s - loss: 10.4012 - mean_absolute_error: 2.4475 912/4840 [====>.........................] - ETA: 4s - loss: 10.4022 - mean_absolute_error: 2.4491 958/4840 [====>.........................] - ETA: 4s - loss: 10.4149 - mean_absolute_error: 2.45141005/4840 [=====>........................] - ETA: 4s - loss: 10.4199 - mean_absolute_error: 2.45341051/4840 [=====>........................] - ETA: 4s - loss: 10.4808 - mean_absolute_error: 2.46171096/4840 [=====>........................] - ETA: 4s - loss: 10.4950 - mean_absolute_error: 2.46311141/4840 [======>.......................] - ETA: 4s - loss: 10.4838 - mean_absolute_error: 2.46211188/4840 [======>.......................] - ETA: 4s - loss: 10.4859 - mean_absolute_error: 2.46371232/4840 [======>.......................] - ETA: 4s - loss: 10.5077 - mean_absolute_error: 2.46711277/4840 [======>.......................] - ETA: 3s - loss: 10.4922 - mean_absolute_error: 2.46401323/4840 [=======>......................] - ETA: 3s - loss: 10.4938 - mean_absolute_error: 2.46381369/4840 [=======>......................] - ETA: 3s - loss: 10.4717 - mean_absolute_error: 2.46161413/4840 [=======>......................] - ETA: 3s - loss: 10.4818 - mean_absolute_error: 2.46251458/4840 [========>.....................] - ETA: 3s - loss: 10.4847 - mean_absolute_error: 2.46341504/4840 [========>.....................] - ETA: 3s - loss: 10.4892 - mean_absolute_error: 2.46431550/4840 [========>.....................] - ETA: 3s - loss: 10.4970 - mean_absolute_error: 2.46571596/4840 [========>.....................] - ETA: 3s - loss: 10.4917 - mean_absolute_error: 2.46511642/4840 [=========>....................] - ETA: 3s - loss: 10.4866 - mean_absolute_error: 2.46481687/4840 [=========>....................] - ETA: 3s - loss: 10.4885 - mean_absolute_error: 2.46521732/4840 [=========>....................] - ETA: 3s - loss: 10.4855 - mean_absolute_error: 2.46391775/4840 [==========>...................] - ETA: 3s - loss: 10.4774 - mean_absolute_error: 2.46291820/4840 [==========>...................] - ETA: 3s - loss: 10.4564 - mean_absolute_error: 2.46051863/4840 [==========>...................] - ETA: 3s - loss: 10.4686 - mean_absolute_error: 2.46161907/4840 [==========>...................] - ETA: 3s - loss: 10.4723 - mean_absolute_error: 2.46191953/4840 [===========>..................] - ETA: 3s - loss: 10.4601 - mean_absolute_error: 2.45981999/4840 [===========>..................] - ETA: 3s - loss: 10.4499 - mean_absolute_error: 2.45762045/4840 [===========>..................] - ETA: 3s - loss: 10.4479 - mean_absolute_error: 2.45702091/4840 [===========>..................] - ETA: 3s - loss: 10.4632 - mean_absolute_error: 2.45902137/4840 [============>.................] - ETA: 3s - loss: 10.4732 - mean_absolute_error: 2.46062184/4840 [============>.................] - ETA: 2s - loss: 10.4592 - mean_absolute_error: 2.45902229/4840 [============>.................] - ETA: 2s - loss: 10.4615 - mean_absolute_error: 2.45912274/4840 [=============>................] - ETA: 2s - loss: 10.4475 - mean_absolute_error: 2.45702320/4840 [=============>................] - ETA: 2s - loss: 10.4540 - mean_absolute_error: 2.45752365/4840 [=============>................] - ETA: 2s - loss: 10.4488 - mean_absolute_error: 2.45692409/4840 [=============>................] - ETA: 2s - loss: 10.4518 - mean_absolute_error: 2.45672453/4840 [==============>...............] - ETA: 2s - loss: 10.4412 - mean_absolute_error: 2.45532497/4840 [==============>...............] - ETA: 2s - loss: 10.4303 - mean_absolute_error: 2.45462544/4840 [==============>...............] - ETA: 2s - loss: 10.4377 - mean_absolute_error: 2.45522589/4840 [===============>..............] - ETA: 2s - loss: 10.4436 - mean_absolute_error: 2.45572634/4840 [===============>..............] - ETA: 2s - loss: 10.4435 - mean_absolute_error: 2.45512680/4840 [===============>..............] - ETA: 2s - loss: 10.4353 - mean_absolute_error: 2.45432725/4840 [===============>..............] - ETA: 2s - loss: 10.4365 - mean_absolute_error: 2.45492767/4840 [================>.............] - ETA: 2s - loss: 10.4406 - mean_absolute_error: 2.45562808/4840 [================>.............] - ETA: 2s - loss: 10.4377 - mean_absolute_error: 2.45522853/4840 [================>.............] - ETA: 2s - loss: 10.4473 - mean_absolute_error: 2.45682899/4840 [================>.............] - ETA: 2s - loss: 10.4508 - mean_absolute_error: 2.45722945/4840 [=================>............] - ETA: 2s - loss: 10.4688 - mean_absolute_error: 2.45952990/4840 [=================>............] - ETA: 2s - loss: 10.4746 - mean_absolute_error: 2.45973034/4840 [=================>............] - ETA: 2s - loss: 10.4811 - mean_absolute_error: 2.46023079/4840 [==================>...........] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45953124/4840 [==================>...........] - ETA: 1s - loss: 10.4889 - mean_absolute_error: 2.46103170/4840 [==================>...........] - ETA: 1s - loss: 10.4879 - mean_absolute_error: 2.46123216/4840 [==================>...........] - ETA: 1s - loss: 10.4978 - mean_absolute_error: 2.46243261/4840 [===================>..........] - ETA: 1s - loss: 10.4985 - mean_absolute_error: 2.46233305/4840 [===================>..........] - ETA: 1s - loss: 10.5071 - mean_absolute_error: 2.46343350/4840 [===================>..........] - ETA: 1s - loss: 10.5005 - mean_absolute_error: 2.46233395/4840 [====================>.........] - ETA: 1s - loss: 10.4961 - mean_absolute_error: 2.46143441/4840 [====================>.........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46143487/4840 [====================>.........] - ETA: 1s - loss: 10.4972 - mean_absolute_error: 2.46123533/4840 [====================>.........] - ETA: 1s - loss: 10.4925 - mean_absolute_error: 2.46043577/4840 [=====================>........] - ETA: 1s - loss: 10.4885 - mean_absolute_error: 2.45993623/4840 [=====================>........] - ETA: 1s - loss: 10.4929 - mean_absolute_error: 2.46113667/4840 [=====================>........] - ETA: 1s - loss: 10.4984 - mean_absolute_error: 2.46153713/4840 [======================>.......] - ETA: 1s - loss: 10.4979 - mean_absolute_error: 2.46123758/4840 [======================>.......] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.46023804/4840 [======================>.......] - ETA: 1s - loss: 10.4911 - mean_absolute_error: 2.46043850/4840 [======================>.......] - ETA: 1s - loss: 10.4897 - mean_absolute_error: 2.46013896/4840 [=======================>......] - ETA: 1s - loss: 10.4882 - mean_absolute_error: 2.46003942/4840 [=======================>......] - ETA: 1s - loss: 10.4866 - mean_absolute_error: 2.46013987/4840 [=======================>......] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.46044032/4840 [=======================>......] - ETA: 0s - loss: 10.4929 - mean_absolute_error: 2.46104077/4840 [========================>.....] - ETA: 0s - loss: 10.4906 - mean_absolute_error: 2.46094122/4840 [========================>.....] - ETA: 0s - loss: 10.4900 - mean_absolute_error: 2.46074167/4840 [========================>.....] - ETA: 0s - loss: 10.4904 - mean_absolute_error: 2.46074212/4840 [=========================>....] - ETA: 0s - loss: 10.4887 - mean_absolute_error: 2.46044258/4840 [=========================>....] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.46034303/4840 [=========================>....] - ETA: 0s - loss: 10.4863 - mean_absolute_error: 2.46014349/4840 [=========================>....] - ETA: 0s - loss: 10.4838 - mean_absolute_error: 2.45964395/4840 [==========================>...] - ETA: 0s - loss: 10.4846 - mean_absolute_error: 2.45984440/4840 [==========================>...] - ETA: 0s - loss: 10.4885 - mean_absolute_error: 2.46034485/4840 [==========================>...] - ETA: 0s - loss: 10.4928 - mean_absolute_error: 2.46054530/4840 [===========================>..] - ETA: 0s - loss: 10.4922 - mean_absolute_error: 2.46044576/4840 [===========================>..] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46064620/4840 [===========================>..] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.46014665/4840 [===========================>..] - ETA: 0s - loss: 10.4940 - mean_absolute_error: 2.46054709/4840 [============================>.] - ETA: 0s - loss: 10.4939 - mean_absolute_error: 2.46064756/4840 [============================>.] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46214801/4840 [============================>.] - ETA: 0s - loss: 10.5084 - mean_absolute_error: 2.46244840/4840 [==============================] - 6s 1ms/step - loss: 10.5035 - mean_absolute_error: 2.4619 - val_loss: 11.4910 - val_mean_absolute_error: 2.5799
Epoch 61/100
   1/4840 [..............................] - ETA: 9s - loss: 11.0032 - mean_absolute_error: 2.4577  47/4840 [..............................] - ETA: 5s - loss: 10.2095 - mean_absolute_error: 2.4127  93/4840 [..............................] - ETA: 5s - loss: 10.0895 - mean_absolute_error: 2.4139 138/4840 [..............................] - ETA: 5s - loss: 10.0687 - mean_absolute_error: 2.4080 183/4840 [>.............................] - ETA: 5s - loss: 10.0328 - mean_absolute_error: 2.4037 230/4840 [>.............................] - ETA: 5s - loss: 10.1400 - mean_absolute_error: 2.4127 277/4840 [>.............................] - ETA: 5s - loss: 10.2374 - mean_absolute_error: 2.4237 324/4840 [=>............................] - ETA: 4s - loss: 10.3869 - mean_absolute_error: 2.4446 370/4840 [=>............................] - ETA: 4s - loss: 10.3536 - mean_absolute_error: 2.4398 416/4840 [=>............................] - ETA: 4s - loss: 10.3248 - mean_absolute_error: 2.4364 461/4840 [=>............................] - ETA: 4s - loss: 10.3105 - mean_absolute_error: 2.4341 507/4840 [==>...........................] - ETA: 4s - loss: 10.2928 - mean_absolute_error: 2.4313 554/4840 [==>...........................] - ETA: 4s - loss: 10.3758 - mean_absolute_error: 2.4400 600/4840 [==>...........................] - ETA: 4s - loss: 10.4436 - mean_absolute_error: 2.4502 645/4840 [==>...........................] - ETA: 4s - loss: 10.4381 - mean_absolute_error: 2.4499 690/4840 [===>..........................] - ETA: 4s - loss: 10.4246 - mean_absolute_error: 2.4489 737/4840 [===>..........................] - ETA: 4s - loss: 10.4037 - mean_absolute_error: 2.4469 783/4840 [===>..........................] - ETA: 4s - loss: 10.4262 - mean_absolute_error: 2.4491 829/4840 [====>.........................] - ETA: 4s - loss: 10.4471 - mean_absolute_error: 2.4542 876/4840 [====>.........................] - ETA: 4s - loss: 10.4505 - mean_absolute_error: 2.4566 922/4840 [====>.........................] - ETA: 4s - loss: 10.4355 - mean_absolute_error: 2.4529 967/4840 [====>.........................] - ETA: 4s - loss: 10.4427 - mean_absolute_error: 2.45411013/4840 [=====>........................] - ETA: 4s - loss: 10.4395 - mean_absolute_error: 2.45481059/4840 [=====>........................] - ETA: 4s - loss: 10.4194 - mean_absolute_error: 2.45251106/4840 [=====>........................] - ETA: 4s - loss: 10.4224 - mean_absolute_error: 2.45351151/4840 [======>.......................] - ETA: 4s - loss: 10.3791 - mean_absolute_error: 2.44791197/4840 [======>.......................] - ETA: 4s - loss: 10.3958 - mean_absolute_error: 2.45091243/4840 [======>.......................] - ETA: 3s - loss: 10.3793 - mean_absolute_error: 2.44871289/4840 [======>.......................] - ETA: 3s - loss: 10.3893 - mean_absolute_error: 2.44971334/4840 [=======>......................] - ETA: 3s - loss: 10.3991 - mean_absolute_error: 2.45031379/4840 [=======>......................] - ETA: 3s - loss: 10.3905 - mean_absolute_error: 2.44971423/4840 [=======>......................] - ETA: 3s - loss: 10.4025 - mean_absolute_error: 2.45091468/4840 [========>.....................] - ETA: 3s - loss: 10.4032 - mean_absolute_error: 2.45061514/4840 [========>.....................] - ETA: 3s - loss: 10.3938 - mean_absolute_error: 2.45021559/4840 [========>.....................] - ETA: 3s - loss: 10.4028 - mean_absolute_error: 2.45051605/4840 [========>.....................] - ETA: 3s - loss: 10.4185 - mean_absolute_error: 2.45221651/4840 [=========>....................] - ETA: 3s - loss: 10.4055 - mean_absolute_error: 2.45071696/4840 [=========>....................] - ETA: 3s - loss: 10.4106 - mean_absolute_error: 2.45181742/4840 [=========>....................] - ETA: 3s - loss: 10.3927 - mean_absolute_error: 2.44891787/4840 [==========>...................] - ETA: 3s - loss: 10.3841 - mean_absolute_error: 2.44781832/4840 [==========>...................] - ETA: 3s - loss: 10.4161 - mean_absolute_error: 2.45211878/4840 [==========>...................] - ETA: 3s - loss: 10.4134 - mean_absolute_error: 2.45071924/4840 [==========>...................] - ETA: 3s - loss: 10.4122 - mean_absolute_error: 2.45091969/4840 [===========>..................] - ETA: 3s - loss: 10.4195 - mean_absolute_error: 2.45232014/4840 [===========>..................] - ETA: 3s - loss: 10.4176 - mean_absolute_error: 2.45182059/4840 [===========>..................] - ETA: 3s - loss: 10.4120 - mean_absolute_error: 2.45102104/4840 [============>.................] - ETA: 3s - loss: 10.4237 - mean_absolute_error: 2.45152150/4840 [============>.................] - ETA: 2s - loss: 10.4377 - mean_absolute_error: 2.45292198/4840 [============>.................] - ETA: 2s - loss: 10.4389 - mean_absolute_error: 2.45322245/4840 [============>.................] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45532290/4840 [=============>................] - ETA: 2s - loss: 10.4604 - mean_absolute_error: 2.45542338/4840 [=============>................] - ETA: 2s - loss: 10.4602 - mean_absolute_error: 2.45572383/4840 [=============>................] - ETA: 2s - loss: 10.4548 - mean_absolute_error: 2.45492428/4840 [==============>...............] - ETA: 2s - loss: 10.4511 - mean_absolute_error: 2.45472472/4840 [==============>...............] - ETA: 2s - loss: 10.4541 - mean_absolute_error: 2.45422518/4840 [==============>...............] - ETA: 2s - loss: 10.4610 - mean_absolute_error: 2.45532566/4840 [==============>...............] - ETA: 2s - loss: 10.4727 - mean_absolute_error: 2.45622612/4840 [===============>..............] - ETA: 2s - loss: 10.4656 - mean_absolute_error: 2.45492657/4840 [===============>..............] - ETA: 2s - loss: 10.4761 - mean_absolute_error: 2.45622702/4840 [===============>..............] - ETA: 2s - loss: 10.4733 - mean_absolute_error: 2.45592747/4840 [================>.............] - ETA: 2s - loss: 10.4822 - mean_absolute_error: 2.45692791/4840 [================>.............] - ETA: 2s - loss: 10.4785 - mean_absolute_error: 2.45642836/4840 [================>.............] - ETA: 2s - loss: 10.4787 - mean_absolute_error: 2.45692882/4840 [================>.............] - ETA: 2s - loss: 10.4820 - mean_absolute_error: 2.45772928/4840 [=================>............] - ETA: 2s - loss: 10.4714 - mean_absolute_error: 2.45652974/4840 [=================>............] - ETA: 2s - loss: 10.4732 - mean_absolute_error: 2.45703021/4840 [=================>............] - ETA: 2s - loss: 10.4803 - mean_absolute_error: 2.45773065/4840 [=================>............] - ETA: 1s - loss: 10.4833 - mean_absolute_error: 2.45893110/4840 [==================>...........] - ETA: 1s - loss: 10.4778 - mean_absolute_error: 2.45813155/4840 [==================>...........] - ETA: 1s - loss: 10.4703 - mean_absolute_error: 2.45683200/4840 [==================>...........] - ETA: 1s - loss: 10.4711 - mean_absolute_error: 2.45743246/4840 [===================>..........] - ETA: 1s - loss: 10.4733 - mean_absolute_error: 2.45723291/4840 [===================>..........] - ETA: 1s - loss: 10.4635 - mean_absolute_error: 2.45623332/4840 [===================>..........] - ETA: 1s - loss: 10.4657 - mean_absolute_error: 2.45683370/4840 [===================>..........] - ETA: 1s - loss: 10.4726 - mean_absolute_error: 2.45793411/4840 [====================>.........] - ETA: 1s - loss: 10.4772 - mean_absolute_error: 2.45883453/4840 [====================>.........] - ETA: 1s - loss: 10.4825 - mean_absolute_error: 2.45963495/4840 [====================>.........] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45933540/4840 [====================>.........] - ETA: 1s - loss: 10.4804 - mean_absolute_error: 2.45933587/4840 [=====================>........] - ETA: 1s - loss: 10.4875 - mean_absolute_error: 2.46023633/4840 [=====================>........] - ETA: 1s - loss: 10.4851 - mean_absolute_error: 2.45963679/4840 [=====================>........] - ETA: 1s - loss: 10.4816 - mean_absolute_error: 2.45903727/4840 [======================>.......] - ETA: 1s - loss: 10.4758 - mean_absolute_error: 2.45833773/4840 [======================>.......] - ETA: 1s - loss: 10.4774 - mean_absolute_error: 2.45863820/4840 [======================>.......] - ETA: 1s - loss: 10.4751 - mean_absolute_error: 2.45853866/4840 [======================>.......] - ETA: 1s - loss: 10.4747 - mean_absolute_error: 2.45833912/4840 [=======================>......] - ETA: 1s - loss: 10.4694 - mean_absolute_error: 2.45753958/4840 [=======================>......] - ETA: 0s - loss: 10.4742 - mean_absolute_error: 2.45804004/4840 [=======================>......] - ETA: 0s - loss: 10.4771 - mean_absolute_error: 2.45854050/4840 [========================>.....] - ETA: 0s - loss: 10.4801 - mean_absolute_error: 2.45894091/4840 [========================>.....] - ETA: 0s - loss: 10.4906 - mean_absolute_error: 2.46024137/4840 [========================>.....] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46094184/4840 [========================>.....] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46154229/4840 [=========================>....] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46064274/4840 [=========================>....] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46054320/4840 [=========================>....] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46054366/4840 [==========================>...] - ETA: 0s - loss: 10.5068 - mean_absolute_error: 2.46234413/4840 [==========================>...] - ETA: 0s - loss: 10.5086 - mean_absolute_error: 2.46264460/4840 [==========================>...] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46184507/4840 [==========================>...] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46184554/4840 [===========================>..] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46184600/4840 [===========================>..] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46164646/4840 [===========================>..] - ETA: 0s - loss: 10.5004 - mean_absolute_error: 2.46164691/4840 [============================>.] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46134737/4840 [============================>.] - ETA: 0s - loss: 10.5054 - mean_absolute_error: 2.46184783/4840 [============================>.] - ETA: 0s - loss: 10.5087 - mean_absolute_error: 2.46234830/4840 [============================>.] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46144840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4614 - val_loss: 11.4921 - val_mean_absolute_error: 2.5802
Epoch 62/100
   1/4840 [..............................] - ETA: 9s - loss: 12.6650 - mean_absolute_error: 2.8136  47/4840 [..............................] - ETA: 5s - loss: 10.6547 - mean_absolute_error: 2.4887  91/4840 [..............................] - ETA: 5s - loss: 10.8062 - mean_absolute_error: 2.5089 137/4840 [..............................] - ETA: 5s - loss: 10.4847 - mean_absolute_error: 2.4616 184/4840 [>.............................] - ETA: 5s - loss: 10.4652 - mean_absolute_error: 2.4605 229/4840 [>.............................] - ETA: 5s - loss: 10.4547 - mean_absolute_error: 2.4565 275/4840 [>.............................] - ETA: 5s - loss: 10.4470 - mean_absolute_error: 2.4516 320/4840 [>.............................] - ETA: 5s - loss: 10.5227 - mean_absolute_error: 2.4623 366/4840 [=>............................] - ETA: 4s - loss: 10.3739 - mean_absolute_error: 2.4420 411/4840 [=>............................] - ETA: 4s - loss: 10.3868 - mean_absolute_error: 2.4439 457/4840 [=>............................] - ETA: 4s - loss: 10.4054 - mean_absolute_error: 2.4468 503/4840 [==>...........................] - ETA: 4s - loss: 10.3885 - mean_absolute_error: 2.4452 548/4840 [==>...........................] - ETA: 4s - loss: 10.3876 - mean_absolute_error: 2.4450 593/4840 [==>...........................] - ETA: 4s - loss: 10.3482 - mean_absolute_error: 2.4386 639/4840 [==>...........................] - ETA: 4s - loss: 10.3300 - mean_absolute_error: 2.4387 685/4840 [===>..........................] - ETA: 4s - loss: 10.3147 - mean_absolute_error: 2.4374 729/4840 [===>..........................] - ETA: 4s - loss: 10.3266 - mean_absolute_error: 2.4403 775/4840 [===>..........................] - ETA: 4s - loss: 10.3390 - mean_absolute_error: 2.4421 822/4840 [====>.........................] - ETA: 4s - loss: 10.3682 - mean_absolute_error: 2.4459 868/4840 [====>.........................] - ETA: 4s - loss: 10.3755 - mean_absolute_error: 2.4452 913/4840 [====>.........................] - ETA: 4s - loss: 10.3958 - mean_absolute_error: 2.4486 959/4840 [====>.........................] - ETA: 4s - loss: 10.3836 - mean_absolute_error: 2.44641004/4840 [=====>........................] - ETA: 4s - loss: 10.4102 - mean_absolute_error: 2.45031050/4840 [=====>........................] - ETA: 4s - loss: 10.4209 - mean_absolute_error: 2.45161097/4840 [=====>........................] - ETA: 4s - loss: 10.3747 - mean_absolute_error: 2.44541142/4840 [======>.......................] - ETA: 4s - loss: 10.3684 - mean_absolute_error: 2.44541188/4840 [======>.......................] - ETA: 4s - loss: 10.3703 - mean_absolute_error: 2.44591234/4840 [======>.......................] - ETA: 3s - loss: 10.4093 - mean_absolute_error: 2.45011279/4840 [======>.......................] - ETA: 3s - loss: 10.3712 - mean_absolute_error: 2.44531324/4840 [=======>......................] - ETA: 3s - loss: 10.3614 - mean_absolute_error: 2.44421369/4840 [=======>......................] - ETA: 3s - loss: 10.3711 - mean_absolute_error: 2.44601415/4840 [=======>......................] - ETA: 3s - loss: 10.3822 - mean_absolute_error: 2.44761459/4840 [========>.....................] - ETA: 3s - loss: 10.3737 - mean_absolute_error: 2.44631504/4840 [========>.....................] - ETA: 3s - loss: 10.3673 - mean_absolute_error: 2.44551550/4840 [========>.....................] - ETA: 3s - loss: 10.3760 - mean_absolute_error: 2.44661595/4840 [========>.....................] - ETA: 3s - loss: 10.3680 - mean_absolute_error: 2.44531641/4840 [=========>....................] - ETA: 3s - loss: 10.3594 - mean_absolute_error: 2.44381688/4840 [=========>....................] - ETA: 3s - loss: 10.3629 - mean_absolute_error: 2.44441733/4840 [=========>....................] - ETA: 3s - loss: 10.3588 - mean_absolute_error: 2.44421778/4840 [==========>...................] - ETA: 3s - loss: 10.3636 - mean_absolute_error: 2.44391822/4840 [==========>...................] - ETA: 3s - loss: 10.3566 - mean_absolute_error: 2.44261868/4840 [==========>...................] - ETA: 3s - loss: 10.3554 - mean_absolute_error: 2.44191914/4840 [==========>...................] - ETA: 3s - loss: 10.3638 - mean_absolute_error: 2.44391959/4840 [===========>..................] - ETA: 3s - loss: 10.3569 - mean_absolute_error: 2.44282004/4840 [===========>..................] - ETA: 3s - loss: 10.3514 - mean_absolute_error: 2.44152048/4840 [===========>..................] - ETA: 3s - loss: 10.3600 - mean_absolute_error: 2.44312094/4840 [===========>..................] - ETA: 3s - loss: 10.3669 - mean_absolute_error: 2.44372139/4840 [============>.................] - ETA: 3s - loss: 10.3705 - mean_absolute_error: 2.44422186/4840 [============>.................] - ETA: 2s - loss: 10.3793 - mean_absolute_error: 2.44562231/4840 [============>.................] - ETA: 2s - loss: 10.3761 - mean_absolute_error: 2.44522277/4840 [=============>................] - ETA: 2s - loss: 10.3914 - mean_absolute_error: 2.44722323/4840 [=============>................] - ETA: 2s - loss: 10.4005 - mean_absolute_error: 2.44832369/4840 [=============>................] - ETA: 2s - loss: 10.4036 - mean_absolute_error: 2.44792416/4840 [=============>................] - ETA: 2s - loss: 10.4256 - mean_absolute_error: 2.45082461/4840 [==============>...............] - ETA: 2s - loss: 10.4214 - mean_absolute_error: 2.44992507/4840 [==============>...............] - ETA: 2s - loss: 10.4227 - mean_absolute_error: 2.44962552/4840 [==============>...............] - ETA: 2s - loss: 10.4306 - mean_absolute_error: 2.45102598/4840 [===============>..............] - ETA: 2s - loss: 10.4275 - mean_absolute_error: 2.45082643/4840 [===============>..............] - ETA: 2s - loss: 10.4150 - mean_absolute_error: 2.44932687/4840 [===============>..............] - ETA: 2s - loss: 10.4077 - mean_absolute_error: 2.44862732/4840 [===============>..............] - ETA: 2s - loss: 10.4060 - mean_absolute_error: 2.44862779/4840 [================>.............] - ETA: 2s - loss: 10.4143 - mean_absolute_error: 2.44902825/4840 [================>.............] - ETA: 2s - loss: 10.4182 - mean_absolute_error: 2.44942871/4840 [================>.............] - ETA: 2s - loss: 10.4198 - mean_absolute_error: 2.44972916/4840 [=================>............] - ETA: 2s - loss: 10.4275 - mean_absolute_error: 2.45112962/4840 [=================>............] - ETA: 2s - loss: 10.4325 - mean_absolute_error: 2.45213008/4840 [=================>............] - ETA: 2s - loss: 10.4442 - mean_absolute_error: 2.45343054/4840 [=================>............] - ETA: 1s - loss: 10.4395 - mean_absolute_error: 2.45303101/4840 [==================>...........] - ETA: 1s - loss: 10.4339 - mean_absolute_error: 2.45183148/4840 [==================>...........] - ETA: 1s - loss: 10.4341 - mean_absolute_error: 2.45183194/4840 [==================>...........] - ETA: 1s - loss: 10.4310 - mean_absolute_error: 2.45183240/4840 [===================>..........] - ETA: 1s - loss: 10.4268 - mean_absolute_error: 2.45153286/4840 [===================>..........] - ETA: 1s - loss: 10.4223 - mean_absolute_error: 2.45103328/4840 [===================>..........] - ETA: 1s - loss: 10.4228 - mean_absolute_error: 2.45113372/4840 [===================>..........] - ETA: 1s - loss: 10.4279 - mean_absolute_error: 2.45143418/4840 [====================>.........] - ETA: 1s - loss: 10.4240 - mean_absolute_error: 2.45133465/4840 [====================>.........] - ETA: 1s - loss: 10.4283 - mean_absolute_error: 2.45193511/4840 [====================>.........] - ETA: 1s - loss: 10.4377 - mean_absolute_error: 2.45273557/4840 [=====================>........] - ETA: 1s - loss: 10.4360 - mean_absolute_error: 2.45233601/4840 [=====================>........] - ETA: 1s - loss: 10.4365 - mean_absolute_error: 2.45243646/4840 [=====================>........] - ETA: 1s - loss: 10.4356 - mean_absolute_error: 2.45203691/4840 [=====================>........] - ETA: 1s - loss: 10.4402 - mean_absolute_error: 2.45253737/4840 [======================>.......] - ETA: 1s - loss: 10.4409 - mean_absolute_error: 2.45253785/4840 [======================>.......] - ETA: 1s - loss: 10.4467 - mean_absolute_error: 2.45343831/4840 [======================>.......] - ETA: 1s - loss: 10.4543 - mean_absolute_error: 2.45443876/4840 [=======================>......] - ETA: 1s - loss: 10.4578 - mean_absolute_error: 2.45463922/4840 [=======================>......] - ETA: 1s - loss: 10.4640 - mean_absolute_error: 2.45533968/4840 [=======================>......] - ETA: 0s - loss: 10.4772 - mean_absolute_error: 2.45724013/4840 [=======================>......] - ETA: 0s - loss: 10.4765 - mean_absolute_error: 2.45714059/4840 [========================>.....] - ETA: 0s - loss: 10.4794 - mean_absolute_error: 2.45764104/4840 [========================>.....] - ETA: 0s - loss: 10.4789 - mean_absolute_error: 2.45784150/4840 [========================>.....] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.45834196/4840 [=========================>....] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.45834242/4840 [=========================>....] - ETA: 0s - loss: 10.4773 - mean_absolute_error: 2.45794287/4840 [=========================>....] - ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45814333/4840 [=========================>....] - ETA: 0s - loss: 10.4803 - mean_absolute_error: 2.45834379/4840 [==========================>...] - ETA: 0s - loss: 10.4807 - mean_absolute_error: 2.45844425/4840 [==========================>...] - ETA: 0s - loss: 10.4835 - mean_absolute_error: 2.45884471/4840 [==========================>...] - ETA: 0s - loss: 10.4854 - mean_absolute_error: 2.45904515/4840 [==========================>...] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.45954560/4840 [===========================>..] - ETA: 0s - loss: 10.4881 - mean_absolute_error: 2.45904606/4840 [===========================>..] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.45854652/4840 [===========================>..] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.45864699/4840 [============================>.] - ETA: 0s - loss: 10.4965 - mean_absolute_error: 2.45954745/4840 [============================>.] - ETA: 0s - loss: 10.4913 - mean_absolute_error: 2.45904792/4840 [============================>.] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.45974838/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46064840/4840 [==============================] - 6s 1ms/step - loss: 10.5033 - mean_absolute_error: 2.4607 - val_loss: 11.4911 - val_mean_absolute_error: 2.5805
Epoch 63/100
   1/4840 [..............................] - ETA: 9s - loss: 7.8930 - mean_absolute_error: 1.8929  45/4840 [..............................] - ETA: 5s - loss: 11.1276 - mean_absolute_error: 2.5031  89/4840 [..............................] - ETA: 5s - loss: 10.6312 - mean_absolute_error: 2.4457 134/4840 [..............................] - ETA: 5s - loss: 10.5539 - mean_absolute_error: 2.4472 179/4840 [>.............................] - ETA: 5s - loss: 10.4443 - mean_absolute_error: 2.4341 223/4840 [>.............................] - ETA: 5s - loss: 10.2779 - mean_absolute_error: 2.4206 268/4840 [>.............................] - ETA: 5s - loss: 10.2968 - mean_absolute_error: 2.4246 314/4840 [>.............................] - ETA: 5s - loss: 10.3639 - mean_absolute_error: 2.4328 358/4840 [=>............................] - ETA: 5s - loss: 10.3452 - mean_absolute_error: 2.4340 401/4840 [=>............................] - ETA: 5s - loss: 10.3282 - mean_absolute_error: 2.4331 445/4840 [=>............................] - ETA: 4s - loss: 10.3010 - mean_absolute_error: 2.4317 490/4840 [==>...........................] - ETA: 4s - loss: 10.3091 - mean_absolute_error: 2.4336 535/4840 [==>...........................] - ETA: 4s - loss: 10.3075 - mean_absolute_error: 2.4353 579/4840 [==>...........................] - ETA: 4s - loss: 10.2608 - mean_absolute_error: 2.4307 623/4840 [==>...........................] - ETA: 4s - loss: 10.2635 - mean_absolute_error: 2.4325 667/4840 [===>..........................] - ETA: 4s - loss: 10.3184 - mean_absolute_error: 2.4382 712/4840 [===>..........................] - ETA: 4s - loss: 10.3115 - mean_absolute_error: 2.4380 757/4840 [===>..........................] - ETA: 4s - loss: 10.3688 - mean_absolute_error: 2.4454 803/4840 [===>..........................] - ETA: 4s - loss: 10.3902 - mean_absolute_error: 2.4484 848/4840 [====>.........................] - ETA: 4s - loss: 10.3945 - mean_absolute_error: 2.4488 892/4840 [====>.........................] - ETA: 4s - loss: 10.3608 - mean_absolute_error: 2.4448 937/4840 [====>.........................] - ETA: 4s - loss: 10.3714 - mean_absolute_error: 2.4444 984/4840 [=====>........................] - ETA: 4s - loss: 10.3605 - mean_absolute_error: 2.44361030/4840 [=====>........................] - ETA: 4s - loss: 10.3795 - mean_absolute_error: 2.44611075/4840 [=====>........................] - ETA: 4s - loss: 10.3979 - mean_absolute_error: 2.44761121/4840 [=====>........................] - ETA: 4s - loss: 10.3980 - mean_absolute_error: 2.44771168/4840 [======>.......................] - ETA: 4s - loss: 10.4077 - mean_absolute_error: 2.44811212/4840 [======>.......................] - ETA: 4s - loss: 10.3920 - mean_absolute_error: 2.44551256/4840 [======>.......................] - ETA: 4s - loss: 10.4171 - mean_absolute_error: 2.44891300/4840 [=======>......................] - ETA: 3s - loss: 10.4116 - mean_absolute_error: 2.44851345/4840 [=======>......................] - ETA: 3s - loss: 10.3938 - mean_absolute_error: 2.44641391/4840 [=======>......................] - ETA: 3s - loss: 10.3953 - mean_absolute_error: 2.44581436/4840 [=======>......................] - ETA: 3s - loss: 10.3824 - mean_absolute_error: 2.44491482/4840 [========>.....................] - ETA: 3s - loss: 10.3783 - mean_absolute_error: 2.44501527/4840 [========>.....................] - ETA: 3s - loss: 10.3769 - mean_absolute_error: 2.44571571/4840 [========>.....................] - ETA: 3s - loss: 10.3976 - mean_absolute_error: 2.44801616/4840 [=========>....................] - ETA: 3s - loss: 10.3894 - mean_absolute_error: 2.44721661/4840 [=========>....................] - ETA: 3s - loss: 10.4128 - mean_absolute_error: 2.45101707/4840 [=========>....................] - ETA: 3s - loss: 10.4175 - mean_absolute_error: 2.45171753/4840 [=========>....................] - ETA: 3s - loss: 10.4360 - mean_absolute_error: 2.45451799/4840 [==========>...................] - ETA: 3s - loss: 10.4362 - mean_absolute_error: 2.45441844/4840 [==========>...................] - ETA: 3s - loss: 10.4482 - mean_absolute_error: 2.45591890/4840 [==========>...................] - ETA: 3s - loss: 10.4659 - mean_absolute_error: 2.45861935/4840 [==========>...................] - ETA: 3s - loss: 10.4761 - mean_absolute_error: 2.46011981/4840 [===========>..................] - ETA: 3s - loss: 10.4900 - mean_absolute_error: 2.46182025/4840 [===========>..................] - ETA: 3s - loss: 10.4926 - mean_absolute_error: 2.46242071/4840 [===========>..................] - ETA: 3s - loss: 10.4875 - mean_absolute_error: 2.46152117/4840 [============>.................] - ETA: 3s - loss: 10.4944 - mean_absolute_error: 2.46222163/4840 [============>.................] - ETA: 3s - loss: 10.4907 - mean_absolute_error: 2.46152206/4840 [============>.................] - ETA: 2s - loss: 10.4769 - mean_absolute_error: 2.45892251/4840 [============>.................] - ETA: 2s - loss: 10.4708 - mean_absolute_error: 2.45842296/4840 [=============>................] - ETA: 2s - loss: 10.4564 - mean_absolute_error: 2.45692340/4840 [=============>................] - ETA: 2s - loss: 10.4517 - mean_absolute_error: 2.45592384/4840 [=============>................] - ETA: 2s - loss: 10.4551 - mean_absolute_error: 2.45632430/4840 [==============>...............] - ETA: 2s - loss: 10.4549 - mean_absolute_error: 2.45622475/4840 [==============>...............] - ETA: 2s - loss: 10.4584 - mean_absolute_error: 2.45722519/4840 [==============>...............] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45732565/4840 [==============>...............] - ETA: 2s - loss: 10.4526 - mean_absolute_error: 2.45622611/4840 [===============>..............] - ETA: 2s - loss: 10.4552 - mean_absolute_error: 2.45602657/4840 [===============>..............] - ETA: 2s - loss: 10.4538 - mean_absolute_error: 2.45502703/4840 [===============>..............] - ETA: 2s - loss: 10.4604 - mean_absolute_error: 2.45562749/4840 [================>.............] - ETA: 2s - loss: 10.4553 - mean_absolute_error: 2.45492794/4840 [================>.............] - ETA: 2s - loss: 10.4560 - mean_absolute_error: 2.45502839/4840 [================>.............] - ETA: 2s - loss: 10.4519 - mean_absolute_error: 2.45432886/4840 [================>.............] - ETA: 2s - loss: 10.4505 - mean_absolute_error: 2.45422931/4840 [=================>............] - ETA: 2s - loss: 10.4544 - mean_absolute_error: 2.45422976/4840 [=================>............] - ETA: 2s - loss: 10.4587 - mean_absolute_error: 2.45473021/4840 [=================>............] - ETA: 2s - loss: 10.4474 - mean_absolute_error: 2.45343065/4840 [=================>............] - ETA: 1s - loss: 10.4460 - mean_absolute_error: 2.45313108/4840 [==================>...........] - ETA: 1s - loss: 10.4569 - mean_absolute_error: 2.45423152/4840 [==================>...........] - ETA: 1s - loss: 10.4540 - mean_absolute_error: 2.45353198/4840 [==================>...........] - ETA: 1s - loss: 10.4562 - mean_absolute_error: 2.45393244/4840 [===================>..........] - ETA: 1s - loss: 10.4545 - mean_absolute_error: 2.45383291/4840 [===================>..........] - ETA: 1s - loss: 10.4507 - mean_absolute_error: 2.45313336/4840 [===================>..........] - ETA: 1s - loss: 10.4566 - mean_absolute_error: 2.45393383/4840 [===================>..........] - ETA: 1s - loss: 10.4529 - mean_absolute_error: 2.45373430/4840 [====================>.........] - ETA: 1s - loss: 10.4516 - mean_absolute_error: 2.45423477/4840 [====================>.........] - ETA: 1s - loss: 10.4517 - mean_absolute_error: 2.45423523/4840 [====================>.........] - ETA: 1s - loss: 10.4548 - mean_absolute_error: 2.45503569/4840 [=====================>........] - ETA: 1s - loss: 10.4677 - mean_absolute_error: 2.45623615/4840 [=====================>........] - ETA: 1s - loss: 10.4709 - mean_absolute_error: 2.45683661/4840 [=====================>........] - ETA: 1s - loss: 10.4720 - mean_absolute_error: 2.45703706/4840 [=====================>........] - ETA: 1s - loss: 10.4733 - mean_absolute_error: 2.45723752/4840 [======================>.......] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45833799/4840 [======================>.......] - ETA: 1s - loss: 10.4906 - mean_absolute_error: 2.45933845/4840 [======================>.......] - ETA: 1s - loss: 10.4931 - mean_absolute_error: 2.45993892/4840 [=======================>......] - ETA: 1s - loss: 10.4915 - mean_absolute_error: 2.45983937/4840 [=======================>......] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.45963981/4840 [=======================>......] - ETA: 0s - loss: 10.4910 - mean_absolute_error: 2.46014024/4840 [=======================>......] - ETA: 0s - loss: 10.4892 - mean_absolute_error: 2.45994069/4840 [========================>.....] - ETA: 0s - loss: 10.4944 - mean_absolute_error: 2.46064115/4840 [========================>.....] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46064161/4840 [========================>.....] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.45964208/4840 [=========================>....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.46004254/4840 [=========================>....] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46054299/4840 [=========================>....] - ETA: 0s - loss: 10.4929 - mean_absolute_error: 2.46044345/4840 [=========================>....] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.46064390/4840 [==========================>...] - ETA: 0s - loss: 10.4996 - mean_absolute_error: 2.46124436/4840 [==========================>...] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46164481/4840 [==========================>...] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46204525/4840 [===========================>..] - ETA: 0s - loss: 10.5035 - mean_absolute_error: 2.46184570/4840 [===========================>..] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.46094616/4840 [===========================>..] - ETA: 0s - loss: 10.4981 - mean_absolute_error: 2.46084661/4840 [===========================>..] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46154704/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46154748/4840 [============================>.] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46094795/4840 [============================>.] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46164840/4840 [==============================] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46154840/4840 [==============================] - 6s 1ms/step - loss: 10.5033 - mean_absolute_error: 2.4615 - val_loss: 11.4894 - val_mean_absolute_error: 2.5809
Epoch 64/100
   1/4840 [..............................] - ETA: 9s - loss: 5.2791 - mean_absolute_error: 1.7903  48/4840 [..............................] - ETA: 5s - loss: 10.3784 - mean_absolute_error: 2.4509  94/4840 [..............................] - ETA: 5s - loss: 10.7122 - mean_absolute_error: 2.4980 140/4840 [..............................] - ETA: 5s - loss: 10.7521 - mean_absolute_error: 2.5009 185/4840 [>.............................] - ETA: 5s - loss: 10.5934 - mean_absolute_error: 2.4828 232/4840 [>.............................] - ETA: 5s - loss: 10.5309 - mean_absolute_error: 2.4712 278/4840 [>.............................] - ETA: 4s - loss: 10.5404 - mean_absolute_error: 2.4696 325/4840 [=>............................] - ETA: 4s - loss: 10.5490 - mean_absolute_error: 2.4751 371/4840 [=>............................] - ETA: 4s - loss: 10.5232 - mean_absolute_error: 2.4742 418/4840 [=>............................] - ETA: 4s - loss: 10.5187 - mean_absolute_error: 2.4725 463/4840 [=>............................] - ETA: 4s - loss: 10.4526 - mean_absolute_error: 2.4641 510/4840 [==>...........................] - ETA: 4s - loss: 10.4221 - mean_absolute_error: 2.4571 558/4840 [==>...........................] - ETA: 4s - loss: 10.3693 - mean_absolute_error: 2.4504 603/4840 [==>...........................] - ETA: 4s - loss: 10.4239 - mean_absolute_error: 2.4545 649/4840 [===>..........................] - ETA: 4s - loss: 10.4471 - mean_absolute_error: 2.4579 693/4840 [===>..........................] - ETA: 4s - loss: 10.4439 - mean_absolute_error: 2.4578 738/4840 [===>..........................] - ETA: 4s - loss: 10.4306 - mean_absolute_error: 2.4567 782/4840 [===>..........................] - ETA: 4s - loss: 10.4216 - mean_absolute_error: 2.4566 828/4840 [====>.........................] - ETA: 4s - loss: 10.3708 - mean_absolute_error: 2.4490 873/4840 [====>.........................] - ETA: 4s - loss: 10.3593 - mean_absolute_error: 2.4470 919/4840 [====>.........................] - ETA: 4s - loss: 10.3895 - mean_absolute_error: 2.4508 965/4840 [====>.........................] - ETA: 4s - loss: 10.3850 - mean_absolute_error: 2.44911011/4840 [=====>........................] - ETA: 4s - loss: 10.3859 - mean_absolute_error: 2.45091056/4840 [=====>........................] - ETA: 4s - loss: 10.3671 - mean_absolute_error: 2.44811102/4840 [=====>........................] - ETA: 4s - loss: 10.3740 - mean_absolute_error: 2.44921148/4840 [======>.......................] - ETA: 4s - loss: 10.3767 - mean_absolute_error: 2.44911195/4840 [======>.......................] - ETA: 4s - loss: 10.3856 - mean_absolute_error: 2.45121241/4840 [======>.......................] - ETA: 3s - loss: 10.3690 - mean_absolute_error: 2.44861287/4840 [======>.......................] - ETA: 3s - loss: 10.3703 - mean_absolute_error: 2.44971334/4840 [=======>......................] - ETA: 3s - loss: 10.3875 - mean_absolute_error: 2.45211380/4840 [=======>......................] - ETA: 3s - loss: 10.3816 - mean_absolute_error: 2.45181426/4840 [=======>......................] - ETA: 3s - loss: 10.3827 - mean_absolute_error: 2.45111472/4840 [========>.....................] - ETA: 3s - loss: 10.4180 - mean_absolute_error: 2.45411517/4840 [========>.....................] - ETA: 3s - loss: 10.4260 - mean_absolute_error: 2.45541563/4840 [========>.....................] - ETA: 3s - loss: 10.4395 - mean_absolute_error: 2.45741607/4840 [========>.....................] - ETA: 3s - loss: 10.4582 - mean_absolute_error: 2.45921652/4840 [=========>....................] - ETA: 3s - loss: 10.4531 - mean_absolute_error: 2.45901695/4840 [=========>....................] - ETA: 3s - loss: 10.4661 - mean_absolute_error: 2.46011740/4840 [=========>....................] - ETA: 3s - loss: 10.4738 - mean_absolute_error: 2.46091785/4840 [==========>...................] - ETA: 3s - loss: 10.4924 - mean_absolute_error: 2.46311831/4840 [==========>...................] - ETA: 3s - loss: 10.4884 - mean_absolute_error: 2.46231876/4840 [==========>...................] - ETA: 3s - loss: 10.4759 - mean_absolute_error: 2.46091921/4840 [==========>...................] - ETA: 3s - loss: 10.4704 - mean_absolute_error: 2.45991966/4840 [===========>..................] - ETA: 3s - loss: 10.4669 - mean_absolute_error: 2.45992012/4840 [===========>..................] - ETA: 3s - loss: 10.4573 - mean_absolute_error: 2.45952057/4840 [===========>..................] - ETA: 3s - loss: 10.4662 - mean_absolute_error: 2.46062103/4840 [============>.................] - ETA: 3s - loss: 10.4697 - mean_absolute_error: 2.46102150/4840 [============>.................] - ETA: 2s - loss: 10.4622 - mean_absolute_error: 2.45982195/4840 [============>.................] - ETA: 2s - loss: 10.4506 - mean_absolute_error: 2.45822240/4840 [============>.................] - ETA: 2s - loss: 10.4596 - mean_absolute_error: 2.45912285/4840 [=============>................] - ETA: 2s - loss: 10.4634 - mean_absolute_error: 2.45962330/4840 [=============>................] - ETA: 2s - loss: 10.4630 - mean_absolute_error: 2.45922376/4840 [=============>................] - ETA: 2s - loss: 10.4595 - mean_absolute_error: 2.45912422/4840 [==============>...............] - ETA: 2s - loss: 10.4707 - mean_absolute_error: 2.45962470/4840 [==============>...............] - ETA: 2s - loss: 10.4721 - mean_absolute_error: 2.45912515/4840 [==============>...............] - ETA: 2s - loss: 10.4694 - mean_absolute_error: 2.45962561/4840 [==============>...............] - ETA: 2s - loss: 10.4732 - mean_absolute_error: 2.46032605/4840 [===============>..............] - ETA: 2s - loss: 10.4711 - mean_absolute_error: 2.46012651/4840 [===============>..............] - ETA: 2s - loss: 10.4597 - mean_absolute_error: 2.45912696/4840 [===============>..............] - ETA: 2s - loss: 10.4662 - mean_absolute_error: 2.45992742/4840 [===============>..............] - ETA: 2s - loss: 10.4666 - mean_absolute_error: 2.46002788/4840 [================>.............] - ETA: 2s - loss: 10.4741 - mean_absolute_error: 2.46102833/4840 [================>.............] - ETA: 2s - loss: 10.4675 - mean_absolute_error: 2.45962878/4840 [================>.............] - ETA: 2s - loss: 10.4719 - mean_absolute_error: 2.46022924/4840 [=================>............] - ETA: 2s - loss: 10.4719 - mean_absolute_error: 2.45982971/4840 [=================>............] - ETA: 2s - loss: 10.4731 - mean_absolute_error: 2.45973017/4840 [=================>............] - ETA: 2s - loss: 10.4810 - mean_absolute_error: 2.46063063/4840 [=================>............] - ETA: 1s - loss: 10.4940 - mean_absolute_error: 2.46193109/4840 [==================>...........] - ETA: 1s - loss: 10.4991 - mean_absolute_error: 2.46223154/4840 [==================>...........] - ETA: 1s - loss: 10.4933 - mean_absolute_error: 2.46163200/4840 [==================>...........] - ETA: 1s - loss: 10.4961 - mean_absolute_error: 2.46203246/4840 [===================>..........] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.46083291/4840 [===================>..........] - ETA: 1s - loss: 10.4841 - mean_absolute_error: 2.46013337/4840 [===================>..........] - ETA: 1s - loss: 10.4750 - mean_absolute_error: 2.45893382/4840 [===================>..........] - ETA: 1s - loss: 10.4749 - mean_absolute_error: 2.45893429/4840 [====================>.........] - ETA: 1s - loss: 10.4757 - mean_absolute_error: 2.45943474/4840 [====================>.........] - ETA: 1s - loss: 10.4754 - mean_absolute_error: 2.45953517/4840 [====================>.........] - ETA: 1s - loss: 10.4792 - mean_absolute_error: 2.46013563/4840 [=====================>........] - ETA: 1s - loss: 10.4709 - mean_absolute_error: 2.45893608/4840 [=====================>........] - ETA: 1s - loss: 10.4664 - mean_absolute_error: 2.45843653/4840 [=====================>........] - ETA: 1s - loss: 10.4547 - mean_absolute_error: 2.45673698/4840 [=====================>........] - ETA: 1s - loss: 10.4545 - mean_absolute_error: 2.45643744/4840 [======================>.......] - ETA: 1s - loss: 10.4543 - mean_absolute_error: 2.45673788/4840 [======================>.......] - ETA: 1s - loss: 10.4556 - mean_absolute_error: 2.45693835/4840 [======================>.......] - ETA: 1s - loss: 10.4517 - mean_absolute_error: 2.45653880/4840 [=======================>......] - ETA: 1s - loss: 10.4562 - mean_absolute_error: 2.45713926/4840 [=======================>......] - ETA: 1s - loss: 10.4618 - mean_absolute_error: 2.45773970/4840 [=======================>......] - ETA: 0s - loss: 10.4624 - mean_absolute_error: 2.45764017/4840 [=======================>......] - ETA: 0s - loss: 10.4674 - mean_absolute_error: 2.45834061/4840 [========================>.....] - ETA: 0s - loss: 10.4698 - mean_absolute_error: 2.45834108/4840 [========================>.....] - ETA: 0s - loss: 10.4650 - mean_absolute_error: 2.45794154/4840 [========================>.....] - ETA: 0s - loss: 10.4692 - mean_absolute_error: 2.45884201/4840 [=========================>....] - ETA: 0s - loss: 10.4787 - mean_absolute_error: 2.46004247/4840 [=========================>....] - ETA: 0s - loss: 10.4812 - mean_absolute_error: 2.46024292/4840 [=========================>....] - ETA: 0s - loss: 10.4801 - mean_absolute_error: 2.46004337/4840 [=========================>....] - ETA: 0s - loss: 10.4815 - mean_absolute_error: 2.46014384/4840 [==========================>...] - ETA: 0s - loss: 10.4801 - mean_absolute_error: 2.45954430/4840 [==========================>...] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46024476/4840 [==========================>...] - ETA: 0s - loss: 10.4844 - mean_absolute_error: 2.46014522/4840 [===========================>..] - ETA: 0s - loss: 10.4875 - mean_absolute_error: 2.46054568/4840 [===========================>..] - ETA: 0s - loss: 10.4882 - mean_absolute_error: 2.46034614/4840 [===========================>..] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46144660/4840 [===========================>..] - ETA: 0s - loss: 10.4893 - mean_absolute_error: 2.46044705/4840 [============================>.] - ETA: 0s - loss: 10.4875 - mean_absolute_error: 2.46024750/4840 [============================>.] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.46034796/4840 [============================>.] - ETA: 0s - loss: 10.4960 - mean_absolute_error: 2.46104840/4840 [==============================] - 6s 1ms/step - loss: 10.5034 - mean_absolute_error: 2.4618 - val_loss: 11.4918 - val_mean_absolute_error: 2.5807
Epoch 65/100
   1/4840 [..............................] - ETA: 4s - loss: 6.2551 - mean_absolute_error: 1.8900  46/4840 [..............................] - ETA: 5s - loss: 10.3211 - mean_absolute_error: 2.4366  92/4840 [..............................] - ETA: 5s - loss: 10.5007 - mean_absolute_error: 2.4751 137/4840 [..............................] - ETA: 5s - loss: 10.8469 - mean_absolute_error: 2.5148 183/4840 [>.............................] - ETA: 5s - loss: 10.5994 - mean_absolute_error: 2.4857 229/4840 [>.............................] - ETA: 5s - loss: 10.5708 - mean_absolute_error: 2.4794 273/4840 [>.............................] - ETA: 5s - loss: 10.5794 - mean_absolute_error: 2.4805 319/4840 [>.............................] - ETA: 5s - loss: 10.5170 - mean_absolute_error: 2.4759 366/4840 [=>............................] - ETA: 4s - loss: 10.4566 - mean_absolute_error: 2.4645 411/4840 [=>............................] - ETA: 4s - loss: 10.5437 - mean_absolute_error: 2.4751 457/4840 [=>............................] - ETA: 4s - loss: 10.5626 - mean_absolute_error: 2.4770 503/4840 [==>...........................] - ETA: 4s - loss: 10.5508 - mean_absolute_error: 2.4745 549/4840 [==>...........................] - ETA: 4s - loss: 10.5200 - mean_absolute_error: 2.4682 596/4840 [==>...........................] - ETA: 4s - loss: 10.5818 - mean_absolute_error: 2.4762 641/4840 [==>...........................] - ETA: 4s - loss: 10.5558 - mean_absolute_error: 2.4745 687/4840 [===>..........................] - ETA: 4s - loss: 10.5395 - mean_absolute_error: 2.4729 732/4840 [===>..........................] - ETA: 4s - loss: 10.5830 - mean_absolute_error: 2.4784 778/4840 [===>..........................] - ETA: 4s - loss: 10.5794 - mean_absolute_error: 2.4776 823/4840 [====>.........................] - ETA: 4s - loss: 10.5913 - mean_absolute_error: 2.4791 869/4840 [====>.........................] - ETA: 4s - loss: 10.5961 - mean_absolute_error: 2.4801 915/4840 [====>.........................] - ETA: 4s - loss: 10.5501 - mean_absolute_error: 2.4742 960/4840 [====>.........................] - ETA: 4s - loss: 10.5510 - mean_absolute_error: 2.47221007/4840 [=====>........................] - ETA: 4s - loss: 10.5408 - mean_absolute_error: 2.47051051/4840 [=====>........................] - ETA: 4s - loss: 10.4966 - mean_absolute_error: 2.46501096/4840 [=====>........................] - ETA: 4s - loss: 10.5180 - mean_absolute_error: 2.46771141/4840 [======>.......................] - ETA: 4s - loss: 10.5323 - mean_absolute_error: 2.46921187/4840 [======>.......................] - ETA: 4s - loss: 10.5274 - mean_absolute_error: 2.46921232/4840 [======>.......................] - ETA: 3s - loss: 10.5332 - mean_absolute_error: 2.46951278/4840 [======>.......................] - ETA: 3s - loss: 10.5309 - mean_absolute_error: 2.46961324/4840 [=======>......................] - ETA: 3s - loss: 10.5059 - mean_absolute_error: 2.46791371/4840 [=======>......................] - ETA: 3s - loss: 10.5082 - mean_absolute_error: 2.46821418/4840 [=======>......................] - ETA: 3s - loss: 10.5017 - mean_absolute_error: 2.46691464/4840 [========>.....................] - ETA: 3s - loss: 10.5057 - mean_absolute_error: 2.46791510/4840 [========>.....................] - ETA: 3s - loss: 10.5139 - mean_absolute_error: 2.46901555/4840 [========>.....................] - ETA: 3s - loss: 10.5125 - mean_absolute_error: 2.46861602/4840 [========>.....................] - ETA: 3s - loss: 10.5065 - mean_absolute_error: 2.46671647/4840 [=========>....................] - ETA: 3s - loss: 10.4972 - mean_absolute_error: 2.46491694/4840 [=========>....................] - ETA: 3s - loss: 10.4834 - mean_absolute_error: 2.46291739/4840 [=========>....................] - ETA: 3s - loss: 10.4849 - mean_absolute_error: 2.46271785/4840 [==========>...................] - ETA: 3s - loss: 10.4701 - mean_absolute_error: 2.46011831/4840 [==========>...................] - ETA: 3s - loss: 10.4588 - mean_absolute_error: 2.45861877/4840 [==========>...................] - ETA: 3s - loss: 10.4703 - mean_absolute_error: 2.45941922/4840 [==========>...................] - ETA: 3s - loss: 10.4631 - mean_absolute_error: 2.45831968/4840 [===========>..................] - ETA: 3s - loss: 10.4669 - mean_absolute_error: 2.45932015/4840 [===========>..................] - ETA: 3s - loss: 10.4863 - mean_absolute_error: 2.46152062/4840 [===========>..................] - ETA: 3s - loss: 10.4911 - mean_absolute_error: 2.46172106/4840 [============>.................] - ETA: 3s - loss: 10.4712 - mean_absolute_error: 2.45932149/4840 [============>.................] - ETA: 2s - loss: 10.4797 - mean_absolute_error: 2.46042196/4840 [============>.................] - ETA: 2s - loss: 10.4778 - mean_absolute_error: 2.45982241/4840 [============>.................] - ETA: 2s - loss: 10.4897 - mean_absolute_error: 2.46162288/4840 [=============>................] - ETA: 2s - loss: 10.4846 - mean_absolute_error: 2.46152335/4840 [=============>................] - ETA: 2s - loss: 10.4797 - mean_absolute_error: 2.46132380/4840 [=============>................] - ETA: 2s - loss: 10.4763 - mean_absolute_error: 2.46082425/4840 [==============>...............] - ETA: 2s - loss: 10.4809 - mean_absolute_error: 2.46122469/4840 [==============>...............] - ETA: 2s - loss: 10.4774 - mean_absolute_error: 2.46062515/4840 [==============>...............] - ETA: 2s - loss: 10.4745 - mean_absolute_error: 2.46042560/4840 [==============>...............] - ETA: 2s - loss: 10.4777 - mean_absolute_error: 2.46092605/4840 [===============>..............] - ETA: 2s - loss: 10.4814 - mean_absolute_error: 2.46082650/4840 [===============>..............] - ETA: 2s - loss: 10.4849 - mean_absolute_error: 2.46112696/4840 [===============>..............] - ETA: 2s - loss: 10.4840 - mean_absolute_error: 2.46082742/4840 [===============>..............] - ETA: 2s - loss: 10.4862 - mean_absolute_error: 2.46132788/4840 [================>.............] - ETA: 2s - loss: 10.4940 - mean_absolute_error: 2.46202833/4840 [================>.............] - ETA: 2s - loss: 10.4986 - mean_absolute_error: 2.46252878/4840 [================>.............] - ETA: 2s - loss: 10.4952 - mean_absolute_error: 2.46182924/4840 [=================>............] - ETA: 2s - loss: 10.4991 - mean_absolute_error: 2.46182970/4840 [=================>............] - ETA: 2s - loss: 10.4967 - mean_absolute_error: 2.46193015/4840 [=================>............] - ETA: 2s - loss: 10.4802 - mean_absolute_error: 2.46023060/4840 [=================>............] - ETA: 1s - loss: 10.4833 - mean_absolute_error: 2.46053107/4840 [==================>...........] - ETA: 1s - loss: 10.4720 - mean_absolute_error: 2.45953154/4840 [==================>...........] - ETA: 1s - loss: 10.4609 - mean_absolute_error: 2.45793201/4840 [==================>...........] - ETA: 1s - loss: 10.4660 - mean_absolute_error: 2.45843246/4840 [===================>..........] - ETA: 1s - loss: 10.4612 - mean_absolute_error: 2.45823292/4840 [===================>..........] - ETA: 1s - loss: 10.4583 - mean_absolute_error: 2.45783337/4840 [===================>..........] - ETA: 1s - loss: 10.4607 - mean_absolute_error: 2.45783384/4840 [===================>..........] - ETA: 1s - loss: 10.4565 - mean_absolute_error: 2.45743430/4840 [====================>.........] - ETA: 1s - loss: 10.4503 - mean_absolute_error: 2.45653476/4840 [====================>.........] - ETA: 1s - loss: 10.4481 - mean_absolute_error: 2.45663522/4840 [====================>.........] - ETA: 1s - loss: 10.4476 - mean_absolute_error: 2.45653568/4840 [=====================>........] - ETA: 1s - loss: 10.4467 - mean_absolute_error: 2.45623614/4840 [=====================>........] - ETA: 1s - loss: 10.4539 - mean_absolute_error: 2.45753660/4840 [=====================>........] - ETA: 1s - loss: 10.4512 - mean_absolute_error: 2.45693704/4840 [=====================>........] - ETA: 1s - loss: 10.4667 - mean_absolute_error: 2.45893751/4840 [======================>.......] - ETA: 1s - loss: 10.4642 - mean_absolute_error: 2.45853797/4840 [======================>.......] - ETA: 1s - loss: 10.4627 - mean_absolute_error: 2.45843843/4840 [======================>.......] - ETA: 1s - loss: 10.4666 - mean_absolute_error: 2.45883889/4840 [=======================>......] - ETA: 1s - loss: 10.4652 - mean_absolute_error: 2.45843933/4840 [=======================>......] - ETA: 1s - loss: 10.4663 - mean_absolute_error: 2.45873979/4840 [=======================>......] - ETA: 0s - loss: 10.4767 - mean_absolute_error: 2.46004023/4840 [=======================>......] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.46134068/4840 [========================>.....] - ETA: 0s - loss: 10.4934 - mean_absolute_error: 2.46224113/4840 [========================>.....] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.46154160/4840 [========================>.....] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.46194205/4840 [=========================>....] - ETA: 0s - loss: 10.4854 - mean_absolute_error: 2.46104250/4840 [=========================>....] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46294295/4840 [=========================>....] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46204341/4840 [=========================>....] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46284385/4840 [==========================>...] - ETA: 0s - loss: 10.5017 - mean_absolute_error: 2.46264431/4840 [==========================>...] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46234477/4840 [==========================>...] - ETA: 0s - loss: 10.4970 - mean_absolute_error: 2.46154523/4840 [===========================>..] - ETA: 0s - loss: 10.4944 - mean_absolute_error: 2.46094569/4840 [===========================>..] - ETA: 0s - loss: 10.4934 - mean_absolute_error: 2.46094615/4840 [===========================>..] - ETA: 0s - loss: 10.4985 - mean_absolute_error: 2.46144660/4840 [===========================>..] - ETA: 0s - loss: 10.4980 - mean_absolute_error: 2.46134705/4840 [============================>.] - ETA: 0s - loss: 10.5079 - mean_absolute_error: 2.46254751/4840 [============================>.] - ETA: 0s - loss: 10.5043 - mean_absolute_error: 2.46214797/4840 [============================>.] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46184840/4840 [==============================] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4623 - val_loss: 11.4934 - val_mean_absolute_error: 2.5800
Epoch 66/100
   1/4840 [..............................] - ETA: 9s - loss: 8.4490 - mean_absolute_error: 2.0010  45/4840 [..............................] - ETA: 5s - loss: 10.7606 - mean_absolute_error: 2.4635  92/4840 [..............................] - ETA: 5s - loss: 10.9054 - mean_absolute_error: 2.5063 137/4840 [..............................] - ETA: 5s - loss: 10.5385 - mean_absolute_error: 2.4626 183/4840 [>.............................] - ETA: 5s - loss: 10.4558 - mean_absolute_error: 2.4509 228/4840 [>.............................] - ETA: 5s - loss: 10.4234 - mean_absolute_error: 2.4512 272/4840 [>.............................] - ETA: 5s - loss: 10.4016 - mean_absolute_error: 2.4423 318/4840 [>.............................] - ETA: 5s - loss: 10.3547 - mean_absolute_error: 2.4408 364/4840 [=>............................] - ETA: 4s - loss: 10.3288 - mean_absolute_error: 2.4377 410/4840 [=>............................] - ETA: 4s - loss: 10.3640 - mean_absolute_error: 2.4434 456/4840 [=>............................] - ETA: 4s - loss: 10.3303 - mean_absolute_error: 2.4389 503/4840 [==>...........................] - ETA: 4s - loss: 10.2999 - mean_absolute_error: 2.4324 548/4840 [==>...........................] - ETA: 4s - loss: 10.2783 - mean_absolute_error: 2.4294 594/4840 [==>...........................] - ETA: 4s - loss: 10.3654 - mean_absolute_error: 2.4418 640/4840 [==>...........................] - ETA: 4s - loss: 10.3623 - mean_absolute_error: 2.4410 685/4840 [===>..........................] - ETA: 4s - loss: 10.3435 - mean_absolute_error: 2.4377 732/4840 [===>..........................] - ETA: 4s - loss: 10.3685 - mean_absolute_error: 2.4418 775/4840 [===>..........................] - ETA: 4s - loss: 10.3749 - mean_absolute_error: 2.4425 820/4840 [====>.........................] - ETA: 4s - loss: 10.3667 - mean_absolute_error: 2.4423 866/4840 [====>.........................] - ETA: 4s - loss: 10.3622 - mean_absolute_error: 2.4404 912/4840 [====>.........................] - ETA: 4s - loss: 10.3429 - mean_absolute_error: 2.4381 958/4840 [====>.........................] - ETA: 4s - loss: 10.3480 - mean_absolute_error: 2.43881004/4840 [=====>........................] - ETA: 4s - loss: 10.3416 - mean_absolute_error: 2.43731050/4840 [=====>........................] - ETA: 4s - loss: 10.3410 - mean_absolute_error: 2.43561098/4840 [=====>........................] - ETA: 4s - loss: 10.3523 - mean_absolute_error: 2.43741143/4840 [======>.......................] - ETA: 4s - loss: 10.3338 - mean_absolute_error: 2.43491189/4840 [======>.......................] - ETA: 4s - loss: 10.3410 - mean_absolute_error: 2.43531235/4840 [======>.......................] - ETA: 3s - loss: 10.3623 - mean_absolute_error: 2.43861281/4840 [======>.......................] - ETA: 3s - loss: 10.3746 - mean_absolute_error: 2.44051327/4840 [=======>......................] - ETA: 3s - loss: 10.3606 - mean_absolute_error: 2.43921373/4840 [=======>......................] - ETA: 3s - loss: 10.3491 - mean_absolute_error: 2.43681419/4840 [=======>......................] - ETA: 3s - loss: 10.3233 - mean_absolute_error: 2.43401464/4840 [========>.....................] - ETA: 3s - loss: 10.2881 - mean_absolute_error: 2.42911509/4840 [========>.....................] - ETA: 3s - loss: 10.3080 - mean_absolute_error: 2.43101554/4840 [========>.....................] - ETA: 3s - loss: 10.3128 - mean_absolute_error: 2.43241598/4840 [========>.....................] - ETA: 3s - loss: 10.3186 - mean_absolute_error: 2.43401643/4840 [=========>....................] - ETA: 3s - loss: 10.3432 - mean_absolute_error: 2.43721687/4840 [=========>....................] - ETA: 3s - loss: 10.3561 - mean_absolute_error: 2.43861734/4840 [=========>....................] - ETA: 3s - loss: 10.3789 - mean_absolute_error: 2.44191780/4840 [==========>...................] - ETA: 3s - loss: 10.3801 - mean_absolute_error: 2.44261826/4840 [==========>...................] - ETA: 3s - loss: 10.3864 - mean_absolute_error: 2.44331872/4840 [==========>...................] - ETA: 3s - loss: 10.4121 - mean_absolute_error: 2.44681917/4840 [==========>...................] - ETA: 3s - loss: 10.4102 - mean_absolute_error: 2.44711963/4840 [===========>..................] - ETA: 3s - loss: 10.4061 - mean_absolute_error: 2.44612008/4840 [===========>..................] - ETA: 3s - loss: 10.4118 - mean_absolute_error: 2.44752053/4840 [===========>..................] - ETA: 3s - loss: 10.4094 - mean_absolute_error: 2.44762099/4840 [============>.................] - ETA: 3s - loss: 10.4219 - mean_absolute_error: 2.44992145/4840 [============>.................] - ETA: 2s - loss: 10.4229 - mean_absolute_error: 2.45032191/4840 [============>.................] - ETA: 2s - loss: 10.4360 - mean_absolute_error: 2.45182236/4840 [============>.................] - ETA: 2s - loss: 10.4317 - mean_absolute_error: 2.45152282/4840 [=============>................] - ETA: 2s - loss: 10.4260 - mean_absolute_error: 2.45132328/4840 [=============>................] - ETA: 2s - loss: 10.4250 - mean_absolute_error: 2.45162374/4840 [=============>................] - ETA: 2s - loss: 10.4274 - mean_absolute_error: 2.45172421/4840 [==============>...............] - ETA: 2s - loss: 10.4303 - mean_absolute_error: 2.45262467/4840 [==============>...............] - ETA: 2s - loss: 10.4393 - mean_absolute_error: 2.45352511/4840 [==============>...............] - ETA: 2s - loss: 10.4413 - mean_absolute_error: 2.45432557/4840 [==============>...............] - ETA: 2s - loss: 10.4481 - mean_absolute_error: 2.45462602/4840 [===============>..............] - ETA: 2s - loss: 10.4397 - mean_absolute_error: 2.45342647/4840 [===============>..............] - ETA: 2s - loss: 10.4458 - mean_absolute_error: 2.45432693/4840 [===============>..............] - ETA: 2s - loss: 10.4510 - mean_absolute_error: 2.45532740/4840 [===============>..............] - ETA: 2s - loss: 10.4493 - mean_absolute_error: 2.45502787/4840 [================>.............] - ETA: 2s - loss: 10.4450 - mean_absolute_error: 2.45422833/4840 [================>.............] - ETA: 2s - loss: 10.4370 - mean_absolute_error: 2.45342879/4840 [================>.............] - ETA: 2s - loss: 10.4435 - mean_absolute_error: 2.45462925/4840 [=================>............] - ETA: 2s - loss: 10.4523 - mean_absolute_error: 2.45562970/4840 [=================>............] - ETA: 2s - loss: 10.4551 - mean_absolute_error: 2.45583014/4840 [=================>............] - ETA: 2s - loss: 10.4444 - mean_absolute_error: 2.45473060/4840 [=================>............] - ETA: 1s - loss: 10.4403 - mean_absolute_error: 2.45413107/4840 [==================>...........] - ETA: 1s - loss: 10.4539 - mean_absolute_error: 2.45553152/4840 [==================>...........] - ETA: 1s - loss: 10.4492 - mean_absolute_error: 2.45493197/4840 [==================>...........] - ETA: 1s - loss: 10.4452 - mean_absolute_error: 2.45433241/4840 [===================>..........] - ETA: 1s - loss: 10.4458 - mean_absolute_error: 2.45363287/4840 [===================>..........] - ETA: 1s - loss: 10.4521 - mean_absolute_error: 2.45393333/4840 [===================>..........] - ETA: 1s - loss: 10.4436 - mean_absolute_error: 2.45293378/4840 [===================>..........] - ETA: 1s - loss: 10.4477 - mean_absolute_error: 2.45333423/4840 [====================>.........] - ETA: 1s - loss: 10.4544 - mean_absolute_error: 2.45443468/4840 [====================>.........] - ETA: 1s - loss: 10.4556 - mean_absolute_error: 2.45503512/4840 [====================>.........] - ETA: 1s - loss: 10.4574 - mean_absolute_error: 2.45493559/4840 [=====================>........] - ETA: 1s - loss: 10.4592 - mean_absolute_error: 2.45533606/4840 [=====================>........] - ETA: 1s - loss: 10.4627 - mean_absolute_error: 2.45553651/4840 [=====================>........] - ETA: 1s - loss: 10.4572 - mean_absolute_error: 2.45473699/4840 [=====================>........] - ETA: 1s - loss: 10.4603 - mean_absolute_error: 2.45513745/4840 [======================>.......] - ETA: 1s - loss: 10.4600 - mean_absolute_error: 2.45523792/4840 [======================>.......] - ETA: 1s - loss: 10.4628 - mean_absolute_error: 2.45563837/4840 [======================>.......] - ETA: 1s - loss: 10.4670 - mean_absolute_error: 2.45603882/4840 [=======================>......] - ETA: 1s - loss: 10.4649 - mean_absolute_error: 2.45563929/4840 [=======================>......] - ETA: 1s - loss: 10.4654 - mean_absolute_error: 2.45573975/4840 [=======================>......] - ETA: 0s - loss: 10.4631 - mean_absolute_error: 2.45574021/4840 [=======================>......] - ETA: 0s - loss: 10.4599 - mean_absolute_error: 2.45484067/4840 [========================>.....] - ETA: 0s - loss: 10.4694 - mean_absolute_error: 2.45614113/4840 [========================>.....] - ETA: 0s - loss: 10.4715 - mean_absolute_error: 2.45664159/4840 [========================>.....] - ETA: 0s - loss: 10.4713 - mean_absolute_error: 2.45674205/4840 [=========================>....] - ETA: 0s - loss: 10.4765 - mean_absolute_error: 2.45764250/4840 [=========================>....] - ETA: 0s - loss: 10.4840 - mean_absolute_error: 2.45864295/4840 [=========================>....] - ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45834340/4840 [=========================>....] - ETA: 0s - loss: 10.4768 - mean_absolute_error: 2.45824386/4840 [==========================>...] - ETA: 0s - loss: 10.4862 - mean_absolute_error: 2.45944430/4840 [==========================>...] - ETA: 0s - loss: 10.4836 - mean_absolute_error: 2.45864476/4840 [==========================>...] - ETA: 0s - loss: 10.4838 - mean_absolute_error: 2.45844521/4840 [===========================>..] - ETA: 0s - loss: 10.4823 - mean_absolute_error: 2.45834566/4840 [===========================>..] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.45984611/4840 [===========================>..] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.45994658/4840 [===========================>..] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46064703/4840 [============================>.] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46054749/4840 [============================>.] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46114794/4840 [============================>.] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46034839/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46084840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4608 - val_loss: 11.4944 - val_mean_absolute_error: 2.5814
Epoch 67/100
   1/4840 [..............................] - ETA: 4s - loss: 7.9042 - mean_absolute_error: 2.0837  47/4840 [..............................] - ETA: 5s - loss: 10.5323 - mean_absolute_error: 2.4888  93/4840 [..............................] - ETA: 5s - loss: 10.4580 - mean_absolute_error: 2.4645 139/4840 [..............................] - ETA: 5s - loss: 10.3856 - mean_absolute_error: 2.4593 185/4840 [>.............................] - ETA: 5s - loss: 10.5163 - mean_absolute_error: 2.4740 231/4840 [>.............................] - ETA: 5s - loss: 10.5401 - mean_absolute_error: 2.4832 275/4840 [>.............................] - ETA: 5s - loss: 10.4410 - mean_absolute_error: 2.4719 321/4840 [>.............................] - ETA: 5s - loss: 10.4518 - mean_absolute_error: 2.4712 366/4840 [=>............................] - ETA: 4s - loss: 10.4226 - mean_absolute_error: 2.4643 413/4840 [=>............................] - ETA: 4s - loss: 10.4254 - mean_absolute_error: 2.4631 459/4840 [=>............................] - ETA: 4s - loss: 10.4657 - mean_absolute_error: 2.4680 505/4840 [==>...........................] - ETA: 4s - loss: 10.4616 - mean_absolute_error: 2.4666 551/4840 [==>...........................] - ETA: 4s - loss: 10.5024 - mean_absolute_error: 2.4724 597/4840 [==>...........................] - ETA: 4s - loss: 10.4212 - mean_absolute_error: 2.4628 643/4840 [==>...........................] - ETA: 4s - loss: 10.4009 - mean_absolute_error: 2.4588 689/4840 [===>..........................] - ETA: 4s - loss: 10.4089 - mean_absolute_error: 2.4574 735/4840 [===>..........................] - ETA: 4s - loss: 10.4350 - mean_absolute_error: 2.4578 781/4840 [===>..........................] - ETA: 4s - loss: 10.4236 - mean_absolute_error: 2.4573 826/4840 [====>.........................] - ETA: 4s - loss: 10.4593 - mean_absolute_error: 2.4608 872/4840 [====>.........................] - ETA: 4s - loss: 10.4855 - mean_absolute_error: 2.4621 917/4840 [====>.........................] - ETA: 4s - loss: 10.5039 - mean_absolute_error: 2.4634 964/4840 [====>.........................] - ETA: 4s - loss: 10.4825 - mean_absolute_error: 2.45981009/4840 [=====>........................] - ETA: 4s - loss: 10.4772 - mean_absolute_error: 2.45821055/4840 [=====>........................] - ETA: 4s - loss: 10.4583 - mean_absolute_error: 2.45671099/4840 [=====>........................] - ETA: 4s - loss: 10.4653 - mean_absolute_error: 2.45821145/4840 [======>.......................] - ETA: 4s - loss: 10.4658 - mean_absolute_error: 2.45691190/4840 [======>.......................] - ETA: 4s - loss: 10.4616 - mean_absolute_error: 2.45621236/4840 [======>.......................] - ETA: 3s - loss: 10.4698 - mean_absolute_error: 2.45781281/4840 [======>.......................] - ETA: 3s - loss: 10.4639 - mean_absolute_error: 2.45591326/4840 [=======>......................] - ETA: 3s - loss: 10.4530 - mean_absolute_error: 2.45561371/4840 [=======>......................] - ETA: 3s - loss: 10.4468 - mean_absolute_error: 2.45411417/4840 [=======>......................] - ETA: 3s - loss: 10.4432 - mean_absolute_error: 2.45431463/4840 [========>.....................] - ETA: 3s - loss: 10.4388 - mean_absolute_error: 2.45331509/4840 [========>.....................] - ETA: 3s - loss: 10.4590 - mean_absolute_error: 2.45571555/4840 [========>.....................] - ETA: 3s - loss: 10.4554 - mean_absolute_error: 2.45581601/4840 [========>.....................] - ETA: 3s - loss: 10.4680 - mean_absolute_error: 2.45711646/4840 [=========>....................] - ETA: 3s - loss: 10.4904 - mean_absolute_error: 2.46021691/4840 [=========>....................] - ETA: 3s - loss: 10.4961 - mean_absolute_error: 2.46031736/4840 [=========>....................] - ETA: 3s - loss: 10.4742 - mean_absolute_error: 2.45741781/4840 [==========>...................] - ETA: 3s - loss: 10.4721 - mean_absolute_error: 2.45701827/4840 [==========>...................] - ETA: 3s - loss: 10.4667 - mean_absolute_error: 2.45631873/4840 [==========>...................] - ETA: 3s - loss: 10.4699 - mean_absolute_error: 2.45621919/4840 [==========>...................] - ETA: 3s - loss: 10.4676 - mean_absolute_error: 2.45561965/4840 [===========>..................] - ETA: 3s - loss: 10.4790 - mean_absolute_error: 2.45652010/4840 [===========>..................] - ETA: 3s - loss: 10.4691 - mean_absolute_error: 2.45522055/4840 [===========>..................] - ETA: 3s - loss: 10.4691 - mean_absolute_error: 2.45502099/4840 [============>.................] - ETA: 3s - loss: 10.4660 - mean_absolute_error: 2.45472144/4840 [============>.................] - ETA: 2s - loss: 10.4671 - mean_absolute_error: 2.45452190/4840 [============>.................] - ETA: 2s - loss: 10.4698 - mean_absolute_error: 2.45542237/4840 [============>.................] - ETA: 2s - loss: 10.4710 - mean_absolute_error: 2.45502283/4840 [=============>................] - ETA: 2s - loss: 10.4627 - mean_absolute_error: 2.45402329/4840 [=============>................] - ETA: 2s - loss: 10.4828 - mean_absolute_error: 2.45632376/4840 [=============>................] - ETA: 2s - loss: 10.4861 - mean_absolute_error: 2.45712422/4840 [==============>...............] - ETA: 2s - loss: 10.4771 - mean_absolute_error: 2.45662468/4840 [==============>...............] - ETA: 2s - loss: 10.4711 - mean_absolute_error: 2.45582513/4840 [==============>...............] - ETA: 2s - loss: 10.4806 - mean_absolute_error: 2.45682558/4840 [==============>...............] - ETA: 2s - loss: 10.4814 - mean_absolute_error: 2.45632604/4840 [===============>..............] - ETA: 2s - loss: 10.4840 - mean_absolute_error: 2.45722650/4840 [===============>..............] - ETA: 2s - loss: 10.4838 - mean_absolute_error: 2.45712696/4840 [===============>..............] - ETA: 2s - loss: 10.4863 - mean_absolute_error: 2.45792742/4840 [===============>..............] - ETA: 2s - loss: 10.4812 - mean_absolute_error: 2.45742788/4840 [================>.............] - ETA: 2s - loss: 10.4801 - mean_absolute_error: 2.45782833/4840 [================>.............] - ETA: 2s - loss: 10.4829 - mean_absolute_error: 2.45822878/4840 [================>.............] - ETA: 2s - loss: 10.4764 - mean_absolute_error: 2.45752922/4840 [=================>............] - ETA: 2s - loss: 10.4715 - mean_absolute_error: 2.45642967/4840 [=================>............] - ETA: 2s - loss: 10.4823 - mean_absolute_error: 2.45763012/4840 [=================>............] - ETA: 2s - loss: 10.4776 - mean_absolute_error: 2.45733057/4840 [=================>............] - ETA: 1s - loss: 10.4746 - mean_absolute_error: 2.45723103/4840 [==================>...........] - ETA: 1s - loss: 10.4785 - mean_absolute_error: 2.45803150/4840 [==================>...........] - ETA: 1s - loss: 10.4712 - mean_absolute_error: 2.45703195/4840 [==================>...........] - ETA: 1s - loss: 10.4704 - mean_absolute_error: 2.45673241/4840 [===================>..........] - ETA: 1s - loss: 10.4666 - mean_absolute_error: 2.45633286/4840 [===================>..........] - ETA: 1s - loss: 10.4665 - mean_absolute_error: 2.45653331/4840 [===================>..........] - ETA: 1s - loss: 10.4600 - mean_absolute_error: 2.45573376/4840 [===================>..........] - ETA: 1s - loss: 10.4689 - mean_absolute_error: 2.45673422/4840 [====================>.........] - ETA: 1s - loss: 10.4629 - mean_absolute_error: 2.45603467/4840 [====================>.........] - ETA: 1s - loss: 10.4732 - mean_absolute_error: 2.45753513/4840 [====================>.........] - ETA: 1s - loss: 10.4668 - mean_absolute_error: 2.45683557/4840 [=====================>........] - ETA: 1s - loss: 10.4753 - mean_absolute_error: 2.45783603/4840 [=====================>........] - ETA: 1s - loss: 10.4784 - mean_absolute_error: 2.45853649/4840 [=====================>........] - ETA: 1s - loss: 10.4778 - mean_absolute_error: 2.45853695/4840 [=====================>........] - ETA: 1s - loss: 10.4908 - mean_absolute_error: 2.46043741/4840 [======================>.......] - ETA: 1s - loss: 10.4902 - mean_absolute_error: 2.46063787/4840 [======================>.......] - ETA: 1s - loss: 10.4872 - mean_absolute_error: 2.46043834/4840 [======================>.......] - ETA: 1s - loss: 10.4919 - mean_absolute_error: 2.46103879/4840 [=======================>......] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46153925/4840 [=======================>......] - ETA: 1s - loss: 10.4901 - mean_absolute_error: 2.46063969/4840 [=======================>......] - ETA: 0s - loss: 10.4885 - mean_absolute_error: 2.46074014/4840 [=======================>......] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.46094060/4840 [========================>.....] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46214106/4840 [========================>.....] - ETA: 0s - loss: 10.4897 - mean_absolute_error: 2.46194151/4840 [========================>.....] - ETA: 0s - loss: 10.4856 - mean_absolute_error: 2.46124196/4840 [=========================>....] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.46084241/4840 [=========================>....] - ETA: 0s - loss: 10.4876 - mean_absolute_error: 2.46154287/4840 [=========================>....] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.46164333/4840 [=========================>....] - ETA: 0s - loss: 10.4960 - mean_absolute_error: 2.46174379/4840 [==========================>...] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46154425/4840 [==========================>...] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46114470/4840 [==========================>...] - ETA: 0s - loss: 10.4922 - mean_absolute_error: 2.46074516/4840 [==========================>...] - ETA: 0s - loss: 10.4956 - mean_absolute_error: 2.46124561/4840 [===========================>..] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46164607/4840 [===========================>..] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46254652/4840 [===========================>..] - ETA: 0s - loss: 10.5094 - mean_absolute_error: 2.46324698/4840 [============================>.] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46284743/4840 [============================>.] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46214787/4840 [============================>.] - ETA: 0s - loss: 10.5061 - mean_absolute_error: 2.46254833/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46214840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4622 - val_loss: 11.4951 - val_mean_absolute_error: 2.5812
Epoch 68/100
   1/4840 [..............................] - ETA: 9s - loss: 8.5939 - mean_absolute_error: 2.2384  47/4840 [..............................] - ETA: 5s - loss: 10.0997 - mean_absolute_error: 2.3925  93/4840 [..............................] - ETA: 5s - loss: 10.1713 - mean_absolute_error: 2.4142 140/4840 [..............................] - ETA: 5s - loss: 10.4232 - mean_absolute_error: 2.4446 186/4840 [>.............................] - ETA: 5s - loss: 10.4897 - mean_absolute_error: 2.4574 233/4840 [>.............................] - ETA: 5s - loss: 10.6300 - mean_absolute_error: 2.4769 277/4840 [>.............................] - ETA: 5s - loss: 10.6848 - mean_absolute_error: 2.4819 323/4840 [=>............................] - ETA: 4s - loss: 10.6033 - mean_absolute_error: 2.4693 370/4840 [=>............................] - ETA: 4s - loss: 10.5380 - mean_absolute_error: 2.4588 416/4840 [=>............................] - ETA: 4s - loss: 10.5682 - mean_absolute_error: 2.4633 461/4840 [=>............................] - ETA: 4s - loss: 10.5197 - mean_absolute_error: 2.4552 506/4840 [==>...........................] - ETA: 4s - loss: 10.5070 - mean_absolute_error: 2.4504 551/4840 [==>...........................] - ETA: 4s - loss: 10.4944 - mean_absolute_error: 2.4489 597/4840 [==>...........................] - ETA: 4s - loss: 10.5085 - mean_absolute_error: 2.4502 644/4840 [==>...........................] - ETA: 4s - loss: 10.4859 - mean_absolute_error: 2.4493 689/4840 [===>..........................] - ETA: 4s - loss: 10.5037 - mean_absolute_error: 2.4525 734/4840 [===>..........................] - ETA: 4s - loss: 10.4886 - mean_absolute_error: 2.4518 781/4840 [===>..........................] - ETA: 4s - loss: 10.4759 - mean_absolute_error: 2.4515 826/4840 [====>.........................] - ETA: 4s - loss: 10.4678 - mean_absolute_error: 2.4503 872/4840 [====>.........................] - ETA: 4s - loss: 10.4813 - mean_absolute_error: 2.4534 917/4840 [====>.........................] - ETA: 4s - loss: 10.4810 - mean_absolute_error: 2.4541 964/4840 [====>.........................] - ETA: 4s - loss: 10.4791 - mean_absolute_error: 2.45511011/4840 [=====>........................] - ETA: 4s - loss: 10.4906 - mean_absolute_error: 2.45671057/4840 [=====>........................] - ETA: 4s - loss: 10.4915 - mean_absolute_error: 2.45801103/4840 [=====>........................] - ETA: 4s - loss: 10.5001 - mean_absolute_error: 2.45861149/4840 [======>.......................] - ETA: 4s - loss: 10.4934 - mean_absolute_error: 2.45721195/4840 [======>.......................] - ETA: 4s - loss: 10.4930 - mean_absolute_error: 2.45591242/4840 [======>.......................] - ETA: 3s - loss: 10.5319 - mean_absolute_error: 2.46121288/4840 [======>.......................] - ETA: 3s - loss: 10.5209 - mean_absolute_error: 2.46031334/4840 [=======>......................] - ETA: 3s - loss: 10.5137 - mean_absolute_error: 2.45881379/4840 [=======>......................] - ETA: 3s - loss: 10.4868 - mean_absolute_error: 2.45681425/4840 [=======>......................] - ETA: 3s - loss: 10.4965 - mean_absolute_error: 2.45781470/4840 [========>.....................] - ETA: 3s - loss: 10.4870 - mean_absolute_error: 2.45751515/4840 [========>.....................] - ETA: 3s - loss: 10.4674 - mean_absolute_error: 2.45481561/4840 [========>.....................] - ETA: 3s - loss: 10.4460 - mean_absolute_error: 2.45231607/4840 [========>.....................] - ETA: 3s - loss: 10.4456 - mean_absolute_error: 2.45221651/4840 [=========>....................] - ETA: 3s - loss: 10.4619 - mean_absolute_error: 2.45451696/4840 [=========>....................] - ETA: 3s - loss: 10.4654 - mean_absolute_error: 2.45551742/4840 [=========>....................] - ETA: 3s - loss: 10.4660 - mean_absolute_error: 2.45601787/4840 [==========>...................] - ETA: 3s - loss: 10.4615 - mean_absolute_error: 2.45551833/4840 [==========>...................] - ETA: 3s - loss: 10.4442 - mean_absolute_error: 2.45321879/4840 [==========>...................] - ETA: 3s - loss: 10.4349 - mean_absolute_error: 2.45231925/4840 [==========>...................] - ETA: 3s - loss: 10.4573 - mean_absolute_error: 2.45411971/4840 [===========>..................] - ETA: 3s - loss: 10.4643 - mean_absolute_error: 2.45512017/4840 [===========>..................] - ETA: 3s - loss: 10.4620 - mean_absolute_error: 2.45482064/4840 [===========>..................] - ETA: 3s - loss: 10.4695 - mean_absolute_error: 2.45542110/4840 [============>.................] - ETA: 3s - loss: 10.4899 - mean_absolute_error: 2.45872157/4840 [============>.................] - ETA: 2s - loss: 10.4877 - mean_absolute_error: 2.45872202/4840 [============>.................] - ETA: 2s - loss: 10.4859 - mean_absolute_error: 2.45802249/4840 [============>.................] - ETA: 2s - loss: 10.4628 - mean_absolute_error: 2.45522295/4840 [=============>................] - ETA: 2s - loss: 10.4659 - mean_absolute_error: 2.45542341/4840 [=============>................] - ETA: 2s - loss: 10.4731 - mean_absolute_error: 2.45632386/4840 [=============>................] - ETA: 2s - loss: 10.4746 - mean_absolute_error: 2.45642431/4840 [==============>...............] - ETA: 2s - loss: 10.4810 - mean_absolute_error: 2.45742477/4840 [==============>...............] - ETA: 2s - loss: 10.4807 - mean_absolute_error: 2.45762522/4840 [==============>...............] - ETA: 2s - loss: 10.4892 - mean_absolute_error: 2.45842554/4840 [==============>...............] - ETA: 2s - loss: 10.4994 - mean_absolute_error: 2.45962592/4840 [===============>..............] - ETA: 2s - loss: 10.5093 - mean_absolute_error: 2.46042638/4840 [===============>..............] - ETA: 2s - loss: 10.5113 - mean_absolute_error: 2.46122684/4840 [===============>..............] - ETA: 2s - loss: 10.5116 - mean_absolute_error: 2.46162729/4840 [===============>..............] - ETA: 2s - loss: 10.5120 - mean_absolute_error: 2.46192775/4840 [================>.............] - ETA: 2s - loss: 10.5105 - mean_absolute_error: 2.46222821/4840 [================>.............] - ETA: 2s - loss: 10.5020 - mean_absolute_error: 2.46132867/4840 [================>.............] - ETA: 2s - loss: 10.5051 - mean_absolute_error: 2.46182914/4840 [=================>............] - ETA: 2s - loss: 10.5050 - mean_absolute_error: 2.46222960/4840 [=================>............] - ETA: 2s - loss: 10.5088 - mean_absolute_error: 2.46303006/4840 [=================>............] - ETA: 2s - loss: 10.5072 - mean_absolute_error: 2.46283052/4840 [=================>............] - ETA: 1s - loss: 10.5137 - mean_absolute_error: 2.46373097/4840 [==================>...........] - ETA: 1s - loss: 10.5081 - mean_absolute_error: 2.46293143/4840 [==================>...........] - ETA: 1s - loss: 10.5058 - mean_absolute_error: 2.46293190/4840 [==================>...........] - ETA: 1s - loss: 10.5127 - mean_absolute_error: 2.46333236/4840 [===================>..........] - ETA: 1s - loss: 10.5059 - mean_absolute_error: 2.46293283/4840 [===================>..........] - ETA: 1s - loss: 10.5002 - mean_absolute_error: 2.46203328/4840 [===================>..........] - ETA: 1s - loss: 10.5050 - mean_absolute_error: 2.46263374/4840 [===================>..........] - ETA: 1s - loss: 10.5022 - mean_absolute_error: 2.46253420/4840 [====================>.........] - ETA: 1s - loss: 10.5026 - mean_absolute_error: 2.46253466/4840 [====================>.........] - ETA: 1s - loss: 10.4939 - mean_absolute_error: 2.46133512/4840 [====================>.........] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.46033557/4840 [=====================>........] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.45993603/4840 [=====================>........] - ETA: 1s - loss: 10.4842 - mean_absolute_error: 2.45973649/4840 [=====================>........] - ETA: 1s - loss: 10.4838 - mean_absolute_error: 2.45943695/4840 [=====================>........] - ETA: 1s - loss: 10.4760 - mean_absolute_error: 2.45843742/4840 [======================>.......] - ETA: 1s - loss: 10.4799 - mean_absolute_error: 2.45903789/4840 [======================>.......] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45883836/4840 [======================>.......] - ETA: 1s - loss: 10.4767 - mean_absolute_error: 2.45863881/4840 [=======================>......] - ETA: 1s - loss: 10.4681 - mean_absolute_error: 2.45743926/4840 [=======================>......] - ETA: 1s - loss: 10.4697 - mean_absolute_error: 2.45763972/4840 [=======================>......] - ETA: 0s - loss: 10.4744 - mean_absolute_error: 2.45844018/4840 [=======================>......] - ETA: 0s - loss: 10.4763 - mean_absolute_error: 2.45844063/4840 [========================>.....] - ETA: 0s - loss: 10.4757 - mean_absolute_error: 2.45874109/4840 [========================>.....] - ETA: 0s - loss: 10.4832 - mean_absolute_error: 2.45964155/4840 [========================>.....] - ETA: 0s - loss: 10.4804 - mean_absolute_error: 2.45924200/4840 [=========================>....] - ETA: 0s - loss: 10.4800 - mean_absolute_error: 2.45884244/4840 [=========================>....] - ETA: 0s - loss: 10.4797 - mean_absolute_error: 2.45874290/4840 [=========================>....] - ETA: 0s - loss: 10.4773 - mean_absolute_error: 2.45844336/4840 [=========================>....] - ETA: 0s - loss: 10.4727 - mean_absolute_error: 2.45764383/4840 [==========================>...] - ETA: 0s - loss: 10.4764 - mean_absolute_error: 2.45804426/4840 [==========================>...] - ETA: 0s - loss: 10.4802 - mean_absolute_error: 2.45864471/4840 [==========================>...] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.45994516/4840 [==========================>...] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46034562/4840 [===========================>..] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.46014607/4840 [===========================>..] - ETA: 0s - loss: 10.4906 - mean_absolute_error: 2.46024653/4840 [===========================>..] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46054698/4840 [============================>.] - ETA: 0s - loss: 10.4972 - mean_absolute_error: 2.46154743/4840 [============================>.] - ETA: 0s - loss: 10.4974 - mean_absolute_error: 2.46124790/4840 [============================>.] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46144836/4840 [============================>.] - ETA: 0s - loss: 10.5039 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5026 - mean_absolute_error: 2.4622 - val_loss: 11.4970 - val_mean_absolute_error: 2.5813
Epoch 69/100
   1/4840 [..............................] - ETA: 4s - loss: 7.6998 - mean_absolute_error: 1.9504  45/4840 [..............................] - ETA: 5s - loss: 9.5035 - mean_absolute_error: 2.2917  89/4840 [..............................] - ETA: 5s - loss: 10.0371 - mean_absolute_error: 2.3884 133/4840 [..............................] - ETA: 5s - loss: 10.1733 - mean_absolute_error: 2.4068 177/4840 [>.............................] - ETA: 5s - loss: 10.2671 - mean_absolute_error: 2.4133 221/4840 [>.............................] - ETA: 5s - loss: 10.1027 - mean_absolute_error: 2.3979 265/4840 [>.............................] - ETA: 5s - loss: 10.2051 - mean_absolute_error: 2.4182 310/4840 [>.............................] - ETA: 5s - loss: 10.2749 - mean_absolute_error: 2.4263 354/4840 [=>............................] - ETA: 5s - loss: 10.3038 - mean_absolute_error: 2.4337 399/4840 [=>............................] - ETA: 5s - loss: 10.2797 - mean_absolute_error: 2.4328 445/4840 [=>............................] - ETA: 5s - loss: 10.3138 - mean_absolute_error: 2.4383 490/4840 [==>...........................] - ETA: 4s - loss: 10.3125 - mean_absolute_error: 2.4365 535/4840 [==>...........................] - ETA: 4s - loss: 10.2725 - mean_absolute_error: 2.4318 580/4840 [==>...........................] - ETA: 4s - loss: 10.2953 - mean_absolute_error: 2.4357 625/4840 [==>...........................] - ETA: 4s - loss: 10.3562 - mean_absolute_error: 2.4436 670/4840 [===>..........................] - ETA: 4s - loss: 10.3713 - mean_absolute_error: 2.4453 716/4840 [===>..........................] - ETA: 4s - loss: 10.3581 - mean_absolute_error: 2.4454 760/4840 [===>..........................] - ETA: 4s - loss: 10.3643 - mean_absolute_error: 2.4442 805/4840 [===>..........................] - ETA: 4s - loss: 10.3697 - mean_absolute_error: 2.4442 850/4840 [====>.........................] - ETA: 4s - loss: 10.3585 - mean_absolute_error: 2.4421 894/4840 [====>.........................] - ETA: 4s - loss: 10.3380 - mean_absolute_error: 2.4397 940/4840 [====>.........................] - ETA: 4s - loss: 10.3727 - mean_absolute_error: 2.4445 987/4840 [=====>........................] - ETA: 4s - loss: 10.3842 - mean_absolute_error: 2.44541031/4840 [=====>........................] - ETA: 4s - loss: 10.4026 - mean_absolute_error: 2.44741075/4840 [=====>........................] - ETA: 4s - loss: 10.3854 - mean_absolute_error: 2.44561120/4840 [=====>........................] - ETA: 4s - loss: 10.3638 - mean_absolute_error: 2.44201164/4840 [======>.......................] - ETA: 4s - loss: 10.3746 - mean_absolute_error: 2.44381207/4840 [======>.......................] - ETA: 4s - loss: 10.3533 - mean_absolute_error: 2.44121252/4840 [======>.......................] - ETA: 4s - loss: 10.3899 - mean_absolute_error: 2.44741296/4840 [=======>......................] - ETA: 4s - loss: 10.4228 - mean_absolute_error: 2.44991341/4840 [=======>......................] - ETA: 3s - loss: 10.4204 - mean_absolute_error: 2.44901385/4840 [=======>......................] - ETA: 3s - loss: 10.4197 - mean_absolute_error: 2.44761429/4840 [=======>......................] - ETA: 3s - loss: 10.4298 - mean_absolute_error: 2.44931474/4840 [========>.....................] - ETA: 3s - loss: 10.4558 - mean_absolute_error: 2.45341519/4840 [========>.....................] - ETA: 3s - loss: 10.4558 - mean_absolute_error: 2.45291565/4840 [========>.....................] - ETA: 3s - loss: 10.4653 - mean_absolute_error: 2.45451608/4840 [========>.....................] - ETA: 3s - loss: 10.4588 - mean_absolute_error: 2.45371653/4840 [=========>....................] - ETA: 3s - loss: 10.4641 - mean_absolute_error: 2.45451698/4840 [=========>....................] - ETA: 3s - loss: 10.4511 - mean_absolute_error: 2.45231743/4840 [=========>....................] - ETA: 3s - loss: 10.4496 - mean_absolute_error: 2.45181788/4840 [==========>...................] - ETA: 3s - loss: 10.4521 - mean_absolute_error: 2.45251833/4840 [==========>...................] - ETA: 3s - loss: 10.4440 - mean_absolute_error: 2.45131878/4840 [==========>...................] - ETA: 3s - loss: 10.4558 - mean_absolute_error: 2.45281924/4840 [==========>...................] - ETA: 3s - loss: 10.4571 - mean_absolute_error: 2.45371969/4840 [===========>..................] - ETA: 3s - loss: 10.4420 - mean_absolute_error: 2.45212014/4840 [===========>..................] - ETA: 3s - loss: 10.4249 - mean_absolute_error: 2.45022058/4840 [===========>..................] - ETA: 3s - loss: 10.4188 - mean_absolute_error: 2.44972101/4840 [============>.................] - ETA: 3s - loss: 10.4147 - mean_absolute_error: 2.44962146/4840 [============>.................] - ETA: 3s - loss: 10.4111 - mean_absolute_error: 2.44912191/4840 [============>.................] - ETA: 2s - loss: 10.4111 - mean_absolute_error: 2.44912236/4840 [============>.................] - ETA: 2s - loss: 10.4203 - mean_absolute_error: 2.45002280/4840 [=============>................] - ETA: 2s - loss: 10.4137 - mean_absolute_error: 2.44912325/4840 [=============>................] - ETA: 2s - loss: 10.4178 - mean_absolute_error: 2.44942368/4840 [=============>................] - ETA: 2s - loss: 10.4152 - mean_absolute_error: 2.44892412/4840 [=============>................] - ETA: 2s - loss: 10.4137 - mean_absolute_error: 2.44932458/4840 [==============>...............] - ETA: 2s - loss: 10.4157 - mean_absolute_error: 2.45022502/4840 [==============>...............] - ETA: 2s - loss: 10.4262 - mean_absolute_error: 2.45132549/4840 [==============>...............] - ETA: 2s - loss: 10.4268 - mean_absolute_error: 2.45132595/4840 [===============>..............] - ETA: 2s - loss: 10.4352 - mean_absolute_error: 2.45242640/4840 [===============>..............] - ETA: 2s - loss: 10.4341 - mean_absolute_error: 2.45262684/4840 [===============>..............] - ETA: 2s - loss: 10.4459 - mean_absolute_error: 2.45412729/4840 [===============>..............] - ETA: 2s - loss: 10.4460 - mean_absolute_error: 2.45402773/4840 [================>.............] - ETA: 2s - loss: 10.4491 - mean_absolute_error: 2.45452818/4840 [================>.............] - ETA: 2s - loss: 10.4584 - mean_absolute_error: 2.45562863/4840 [================>.............] - ETA: 2s - loss: 10.4531 - mean_absolute_error: 2.45432907/4840 [=================>............] - ETA: 2s - loss: 10.4485 - mean_absolute_error: 2.45402952/4840 [=================>............] - ETA: 2s - loss: 10.4619 - mean_absolute_error: 2.45552996/4840 [=================>............] - ETA: 2s - loss: 10.4670 - mean_absolute_error: 2.45643041/4840 [=================>............] - ETA: 2s - loss: 10.4639 - mean_absolute_error: 2.45573087/4840 [==================>...........] - ETA: 1s - loss: 10.4603 - mean_absolute_error: 2.45533131/4840 [==================>...........] - ETA: 1s - loss: 10.4636 - mean_absolute_error: 2.45583176/4840 [==================>...........] - ETA: 1s - loss: 10.4641 - mean_absolute_error: 2.45603220/4840 [==================>...........] - ETA: 1s - loss: 10.4693 - mean_absolute_error: 2.45683265/4840 [===================>..........] - ETA: 1s - loss: 10.4638 - mean_absolute_error: 2.45603309/4840 [===================>..........] - ETA: 1s - loss: 10.4649 - mean_absolute_error: 2.45593355/4840 [===================>..........] - ETA: 1s - loss: 10.4608 - mean_absolute_error: 2.45493399/4840 [====================>.........] - ETA: 1s - loss: 10.4683 - mean_absolute_error: 2.45593443/4840 [====================>.........] - ETA: 1s - loss: 10.4787 - mean_absolute_error: 2.45743487/4840 [====================>.........] - ETA: 1s - loss: 10.4801 - mean_absolute_error: 2.45773529/4840 [====================>.........] - ETA: 1s - loss: 10.4749 - mean_absolute_error: 2.45703572/4840 [=====================>........] - ETA: 1s - loss: 10.4773 - mean_absolute_error: 2.45723616/4840 [=====================>........] - ETA: 1s - loss: 10.4762 - mean_absolute_error: 2.45743660/4840 [=====================>........] - ETA: 1s - loss: 10.4782 - mean_absolute_error: 2.45753704/4840 [=====================>........] - ETA: 1s - loss: 10.4732 - mean_absolute_error: 2.45693750/4840 [======================>.......] - ETA: 1s - loss: 10.4678 - mean_absolute_error: 2.45643796/4840 [======================>.......] - ETA: 1s - loss: 10.4614 - mean_absolute_error: 2.45593842/4840 [======================>.......] - ETA: 1s - loss: 10.4595 - mean_absolute_error: 2.45543887/4840 [=======================>......] - ETA: 1s - loss: 10.4643 - mean_absolute_error: 2.45633929/4840 [=======================>......] - ETA: 1s - loss: 10.4694 - mean_absolute_error: 2.45683973/4840 [=======================>......] - ETA: 0s - loss: 10.4727 - mean_absolute_error: 2.45744017/4840 [=======================>......] - ETA: 0s - loss: 10.4696 - mean_absolute_error: 2.45714062/4840 [========================>.....] - ETA: 0s - loss: 10.4691 - mean_absolute_error: 2.45714107/4840 [========================>.....] - ETA: 0s - loss: 10.4749 - mean_absolute_error: 2.45804152/4840 [========================>.....] - ETA: 0s - loss: 10.4770 - mean_absolute_error: 2.45854198/4840 [=========================>....] - ETA: 0s - loss: 10.4741 - mean_absolute_error: 2.45794242/4840 [=========================>....] - ETA: 0s - loss: 10.4809 - mean_absolute_error: 2.45894286/4840 [=========================>....] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.45984332/4840 [=========================>....] - ETA: 0s - loss: 10.4937 - mean_absolute_error: 2.46064377/4840 [==========================>...] - ETA: 0s - loss: 10.4930 - mean_absolute_error: 2.46044421/4840 [==========================>...] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46094467/4840 [==========================>...] - ETA: 0s - loss: 10.4931 - mean_absolute_error: 2.46084513/4840 [==========================>...] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46144558/4840 [===========================>..] - ETA: 0s - loss: 10.4986 - mean_absolute_error: 2.46144604/4840 [===========================>..] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46164648/4840 [===========================>..] - ETA: 0s - loss: 10.4991 - mean_absolute_error: 2.46144694/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46174738/4840 [============================>.] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46124781/4840 [============================>.] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.46014824/4840 [============================>.] - ETA: 0s - loss: 10.4981 - mean_absolute_error: 2.46064840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4612 - val_loss: 11.4957 - val_mean_absolute_error: 2.5805
Epoch 70/100
   1/4840 [..............................] - ETA: 9s - loss: 9.5029 - mean_absolute_error: 2.2977  47/4840 [..............................] - ETA: 5s - loss: 9.8363 - mean_absolute_error: 2.3664  94/4840 [..............................] - ETA: 5s - loss: 10.0121 - mean_absolute_error: 2.3833 140/4840 [..............................] - ETA: 5s - loss: 9.9291 - mean_absolute_error: 2.3899  185/4840 [>.............................] - ETA: 5s - loss: 10.2647 - mean_absolute_error: 2.4407 231/4840 [>.............................] - ETA: 5s - loss: 10.1612 - mean_absolute_error: 2.4283 276/4840 [>.............................] - ETA: 5s - loss: 10.0822 - mean_absolute_error: 2.4122 321/4840 [>.............................] - ETA: 4s - loss: 10.1694 - mean_absolute_error: 2.4237 366/4840 [=>............................] - ETA: 4s - loss: 10.1614 - mean_absolute_error: 2.4232 413/4840 [=>............................] - ETA: 4s - loss: 10.2264 - mean_absolute_error: 2.4287 460/4840 [=>............................] - ETA: 4s - loss: 10.2611 - mean_absolute_error: 2.4340 505/4840 [==>...........................] - ETA: 4s - loss: 10.3296 - mean_absolute_error: 2.4414 552/4840 [==>...........................] - ETA: 4s - loss: 10.3773 - mean_absolute_error: 2.4456 598/4840 [==>...........................] - ETA: 4s - loss: 10.3472 - mean_absolute_error: 2.4429 641/4840 [==>...........................] - ETA: 4s - loss: 10.3413 - mean_absolute_error: 2.4418 686/4840 [===>..........................] - ETA: 4s - loss: 10.3084 - mean_absolute_error: 2.4382 732/4840 [===>..........................] - ETA: 4s - loss: 10.3014 - mean_absolute_error: 2.4373 779/4840 [===>..........................] - ETA: 4s - loss: 10.3236 - mean_absolute_error: 2.4408 825/4840 [====>.........................] - ETA: 4s - loss: 10.3329 - mean_absolute_error: 2.4434 870/4840 [====>.........................] - ETA: 4s - loss: 10.3321 - mean_absolute_error: 2.4443 917/4840 [====>.........................] - ETA: 4s - loss: 10.3396 - mean_absolute_error: 2.4452 964/4840 [====>.........................] - ETA: 4s - loss: 10.3460 - mean_absolute_error: 2.44591009/4840 [=====>........................] - ETA: 4s - loss: 10.3253 - mean_absolute_error: 2.44361056/4840 [=====>........................] - ETA: 4s - loss: 10.3473 - mean_absolute_error: 2.44641102/4840 [=====>........................] - ETA: 4s - loss: 10.3586 - mean_absolute_error: 2.44671149/4840 [======>.......................] - ETA: 4s - loss: 10.3575 - mean_absolute_error: 2.44581194/4840 [======>.......................] - ETA: 4s - loss: 10.3381 - mean_absolute_error: 2.44281239/4840 [======>.......................] - ETA: 3s - loss: 10.3732 - mean_absolute_error: 2.44551285/4840 [======>.......................] - ETA: 3s - loss: 10.4163 - mean_absolute_error: 2.45151331/4840 [=======>......................] - ETA: 3s - loss: 10.4162 - mean_absolute_error: 2.45181377/4840 [=======>......................] - ETA: 3s - loss: 10.4015 - mean_absolute_error: 2.45041423/4840 [=======>......................] - ETA: 3s - loss: 10.3902 - mean_absolute_error: 2.44901469/4840 [========>.....................] - ETA: 3s - loss: 10.3664 - mean_absolute_error: 2.44551514/4840 [========>.....................] - ETA: 3s - loss: 10.3787 - mean_absolute_error: 2.44731558/4840 [========>.....................] - ETA: 3s - loss: 10.3649 - mean_absolute_error: 2.44571604/4840 [========>.....................] - ETA: 3s - loss: 10.3644 - mean_absolute_error: 2.44591648/4840 [=========>....................] - ETA: 3s - loss: 10.3672 - mean_absolute_error: 2.44561693/4840 [=========>....................] - ETA: 3s - loss: 10.3668 - mean_absolute_error: 2.44641739/4840 [=========>....................] - ETA: 3s - loss: 10.3720 - mean_absolute_error: 2.44641785/4840 [==========>...................] - ETA: 3s - loss: 10.3796 - mean_absolute_error: 2.44811829/4840 [==========>...................] - ETA: 3s - loss: 10.3956 - mean_absolute_error: 2.45021875/4840 [==========>...................] - ETA: 3s - loss: 10.3886 - mean_absolute_error: 2.44941919/4840 [==========>...................] - ETA: 3s - loss: 10.3806 - mean_absolute_error: 2.44801965/4840 [===========>..................] - ETA: 3s - loss: 10.4100 - mean_absolute_error: 2.45202009/4840 [===========>..................] - ETA: 3s - loss: 10.4142 - mean_absolute_error: 2.45252056/4840 [===========>..................] - ETA: 3s - loss: 10.4078 - mean_absolute_error: 2.45142102/4840 [============>.................] - ETA: 3s - loss: 10.3805 - mean_absolute_error: 2.44752147/4840 [============>.................] - ETA: 2s - loss: 10.3874 - mean_absolute_error: 2.44832193/4840 [============>.................] - ETA: 2s - loss: 10.3783 - mean_absolute_error: 2.44742240/4840 [============>.................] - ETA: 2s - loss: 10.3720 - mean_absolute_error: 2.44572285/4840 [=============>................] - ETA: 2s - loss: 10.3771 - mean_absolute_error: 2.44662329/4840 [=============>................] - ETA: 2s - loss: 10.3800 - mean_absolute_error: 2.44722375/4840 [=============>................] - ETA: 2s - loss: 10.3806 - mean_absolute_error: 2.44702422/4840 [==============>...............] - ETA: 2s - loss: 10.3914 - mean_absolute_error: 2.44852466/4840 [==============>...............] - ETA: 2s - loss: 10.3845 - mean_absolute_error: 2.44752513/4840 [==============>...............] - ETA: 2s - loss: 10.3731 - mean_absolute_error: 2.44592559/4840 [==============>...............] - ETA: 2s - loss: 10.3806 - mean_absolute_error: 2.44692606/4840 [===============>..............] - ETA: 2s - loss: 10.3909 - mean_absolute_error: 2.44832650/4840 [===============>..............] - ETA: 2s - loss: 10.3917 - mean_absolute_error: 2.44842695/4840 [===============>..............] - ETA: 2s - loss: 10.3899 - mean_absolute_error: 2.44732741/4840 [===============>..............] - ETA: 2s - loss: 10.3903 - mean_absolute_error: 2.44742787/4840 [================>.............] - ETA: 2s - loss: 10.3887 - mean_absolute_error: 2.44702832/4840 [================>.............] - ETA: 2s - loss: 10.3981 - mean_absolute_error: 2.44772879/4840 [================>.............] - ETA: 2s - loss: 10.3932 - mean_absolute_error: 2.44772925/4840 [=================>............] - ETA: 2s - loss: 10.3978 - mean_absolute_error: 2.44832971/4840 [=================>............] - ETA: 2s - loss: 10.3973 - mean_absolute_error: 2.44863016/4840 [=================>............] - ETA: 2s - loss: 10.3922 - mean_absolute_error: 2.44823060/4840 [=================>............] - ETA: 1s - loss: 10.4017 - mean_absolute_error: 2.44963105/4840 [==================>...........] - ETA: 1s - loss: 10.4012 - mean_absolute_error: 2.44943150/4840 [==================>...........] - ETA: 1s - loss: 10.3931 - mean_absolute_error: 2.44833196/4840 [==================>...........] - ETA: 1s - loss: 10.3994 - mean_absolute_error: 2.44883241/4840 [===================>..........] - ETA: 1s - loss: 10.3982 - mean_absolute_error: 2.44863285/4840 [===================>..........] - ETA: 1s - loss: 10.4009 - mean_absolute_error: 2.44873331/4840 [===================>..........] - ETA: 1s - loss: 10.4128 - mean_absolute_error: 2.45033376/4840 [===================>..........] - ETA: 1s - loss: 10.4186 - mean_absolute_error: 2.45133422/4840 [====================>.........] - ETA: 1s - loss: 10.4350 - mean_absolute_error: 2.45333467/4840 [====================>.........] - ETA: 1s - loss: 10.4427 - mean_absolute_error: 2.45403513/4840 [====================>.........] - ETA: 1s - loss: 10.4438 - mean_absolute_error: 2.45413559/4840 [=====================>........] - ETA: 1s - loss: 10.4433 - mean_absolute_error: 2.45443605/4840 [=====================>........] - ETA: 1s - loss: 10.4514 - mean_absolute_error: 2.45543650/4840 [=====================>........] - ETA: 1s - loss: 10.4485 - mean_absolute_error: 2.45513695/4840 [=====================>........] - ETA: 1s - loss: 10.4561 - mean_absolute_error: 2.45653740/4840 [======================>.......] - ETA: 1s - loss: 10.4631 - mean_absolute_error: 2.45723787/4840 [======================>.......] - ETA: 1s - loss: 10.4616 - mean_absolute_error: 2.45683834/4840 [======================>.......] - ETA: 1s - loss: 10.4683 - mean_absolute_error: 2.45753880/4840 [=======================>......] - ETA: 1s - loss: 10.4684 - mean_absolute_error: 2.45753924/4840 [=======================>......] - ETA: 1s - loss: 10.4773 - mean_absolute_error: 2.45853971/4840 [=======================>......] - ETA: 0s - loss: 10.4759 - mean_absolute_error: 2.45864018/4840 [=======================>......] - ETA: 0s - loss: 10.4843 - mean_absolute_error: 2.45984063/4840 [========================>.....] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.45944108/4840 [========================>.....] - ETA: 0s - loss: 10.4781 - mean_absolute_error: 2.45874154/4840 [========================>.....] - ETA: 0s - loss: 10.4797 - mean_absolute_error: 2.45894200/4840 [=========================>....] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.45964245/4840 [=========================>....] - ETA: 0s - loss: 10.4885 - mean_absolute_error: 2.45974292/4840 [=========================>....] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.45964337/4840 [=========================>....] - ETA: 0s - loss: 10.4859 - mean_absolute_error: 2.45904383/4840 [==========================>...] - ETA: 0s - loss: 10.4843 - mean_absolute_error: 2.45864429/4840 [==========================>...] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.45974475/4840 [==========================>...] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.45974520/4840 [===========================>..] - ETA: 0s - loss: 10.4840 - mean_absolute_error: 2.45894566/4840 [===========================>..] - ETA: 0s - loss: 10.4837 - mean_absolute_error: 2.45894611/4840 [===========================>..] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.45904657/4840 [===========================>..] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.45924703/4840 [============================>.] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.45994750/4840 [============================>.] - ETA: 0s - loss: 10.4938 - mean_absolute_error: 2.45944796/4840 [============================>.] - ETA: 0s - loss: 10.4959 - mean_absolute_error: 2.45954840/4840 [==============================] - 6s 1ms/step - loss: 10.5038 - mean_absolute_error: 2.4606 - val_loss: 11.4952 - val_mean_absolute_error: 2.5807
Epoch 71/100
   1/4840 [..............................] - ETA: 11s - loss: 9.8906 - mean_absolute_error: 2.4322  46/4840 [..............................] - ETA: 5s - loss: 10.1478 - mean_absolute_error: 2.4172  92/4840 [..............................] - ETA: 5s - loss: 10.1430 - mean_absolute_error: 2.4215 137/4840 [..............................] - ETA: 5s - loss: 10.1861 - mean_absolute_error: 2.4168 182/4840 [>.............................] - ETA: 5s - loss: 10.3319 - mean_absolute_error: 2.4361 228/4840 [>.............................] - ETA: 5s - loss: 10.2655 - mean_absolute_error: 2.4285 271/4840 [>.............................] - ETA: 5s - loss: 10.2628 - mean_absolute_error: 2.4304 317/4840 [>.............................] - ETA: 5s - loss: 10.3348 - mean_absolute_error: 2.4403 360/4840 [=>............................] - ETA: 5s - loss: 10.4437 - mean_absolute_error: 2.4575 404/4840 [=>............................] - ETA: 5s - loss: 10.3938 - mean_absolute_error: 2.4497 449/4840 [=>............................] - ETA: 4s - loss: 10.2859 - mean_absolute_error: 2.4340 495/4840 [==>...........................] - ETA: 4s - loss: 10.2616 - mean_absolute_error: 2.4296 539/4840 [==>...........................] - ETA: 4s - loss: 10.3056 - mean_absolute_error: 2.4350 583/4840 [==>...........................] - ETA: 4s - loss: 10.3236 - mean_absolute_error: 2.4375 628/4840 [==>...........................] - ETA: 4s - loss: 10.3177 - mean_absolute_error: 2.4354 673/4840 [===>..........................] - ETA: 4s - loss: 10.3490 - mean_absolute_error: 2.4389 718/4840 [===>..........................] - ETA: 4s - loss: 10.3387 - mean_absolute_error: 2.4368 763/4840 [===>..........................] - ETA: 4s - loss: 10.3487 - mean_absolute_error: 2.4382 808/4840 [====>.........................] - ETA: 4s - loss: 10.3472 - mean_absolute_error: 2.4392 854/4840 [====>.........................] - ETA: 4s - loss: 10.3263 - mean_absolute_error: 2.4371 899/4840 [====>.........................] - ETA: 4s - loss: 10.3346 - mean_absolute_error: 2.4381 945/4840 [====>.........................] - ETA: 4s - loss: 10.3258 - mean_absolute_error: 2.4356 991/4840 [=====>........................] - ETA: 4s - loss: 10.3259 - mean_absolute_error: 2.43691035/4840 [=====>........................] - ETA: 4s - loss: 10.3139 - mean_absolute_error: 2.43581079/4840 [=====>........................] - ETA: 4s - loss: 10.3186 - mean_absolute_error: 2.43711124/4840 [=====>........................] - ETA: 4s - loss: 10.3301 - mean_absolute_error: 2.43781168/4840 [======>.......................] - ETA: 4s - loss: 10.3359 - mean_absolute_error: 2.43921213/4840 [======>.......................] - ETA: 4s - loss: 10.3480 - mean_absolute_error: 2.44051256/4840 [======>.......................] - ETA: 4s - loss: 10.3347 - mean_absolute_error: 2.43771302/4840 [=======>......................] - ETA: 3s - loss: 10.3459 - mean_absolute_error: 2.43841348/4840 [=======>......................] - ETA: 3s - loss: 10.3218 - mean_absolute_error: 2.43511392/4840 [=======>......................] - ETA: 3s - loss: 10.2973 - mean_absolute_error: 2.43211437/4840 [=======>......................] - ETA: 3s - loss: 10.3070 - mean_absolute_error: 2.43391482/4840 [========>.....................] - ETA: 3s - loss: 10.2958 - mean_absolute_error: 2.43241527/4840 [========>.....................] - ETA: 3s - loss: 10.2934 - mean_absolute_error: 2.43111572/4840 [========>.....................] - ETA: 3s - loss: 10.3067 - mean_absolute_error: 2.43361619/4840 [=========>....................] - ETA: 3s - loss: 10.3196 - mean_absolute_error: 2.43501663/4840 [=========>....................] - ETA: 3s - loss: 10.3228 - mean_absolute_error: 2.43581707/4840 [=========>....................] - ETA: 3s - loss: 10.3099 - mean_absolute_error: 2.43431752/4840 [=========>....................] - ETA: 3s - loss: 10.3246 - mean_absolute_error: 2.43641798/4840 [==========>...................] - ETA: 3s - loss: 10.3167 - mean_absolute_error: 2.43601843/4840 [==========>...................] - ETA: 3s - loss: 10.3282 - mean_absolute_error: 2.43831888/4840 [==========>...................] - ETA: 3s - loss: 10.3246 - mean_absolute_error: 2.43761932/4840 [==========>...................] - ETA: 3s - loss: 10.3361 - mean_absolute_error: 2.43931977/4840 [===========>..................] - ETA: 3s - loss: 10.3326 - mean_absolute_error: 2.43942023/4840 [===========>..................] - ETA: 3s - loss: 10.3305 - mean_absolute_error: 2.43862068/4840 [===========>..................] - ETA: 3s - loss: 10.3419 - mean_absolute_error: 2.44012113/4840 [============>.................] - ETA: 3s - loss: 10.3425 - mean_absolute_error: 2.43972157/4840 [============>.................] - ETA: 3s - loss: 10.3488 - mean_absolute_error: 2.44052203/4840 [============>.................] - ETA: 2s - loss: 10.3425 - mean_absolute_error: 2.43982249/4840 [============>.................] - ETA: 2s - loss: 10.3458 - mean_absolute_error: 2.44072295/4840 [=============>................] - ETA: 2s - loss: 10.3415 - mean_absolute_error: 2.43992340/4840 [=============>................] - ETA: 2s - loss: 10.3480 - mean_absolute_error: 2.44092386/4840 [=============>................] - ETA: 2s - loss: 10.3504 - mean_absolute_error: 2.44122430/4840 [==============>...............] - ETA: 2s - loss: 10.3498 - mean_absolute_error: 2.44152473/4840 [==============>...............] - ETA: 2s - loss: 10.3386 - mean_absolute_error: 2.44002517/4840 [==============>...............] - ETA: 2s - loss: 10.3511 - mean_absolute_error: 2.44092562/4840 [==============>...............] - ETA: 2s - loss: 10.3590 - mean_absolute_error: 2.44202607/4840 [===============>..............] - ETA: 2s - loss: 10.3695 - mean_absolute_error: 2.44322653/4840 [===============>..............] - ETA: 2s - loss: 10.3713 - mean_absolute_error: 2.44342700/4840 [===============>..............] - ETA: 2s - loss: 10.3678 - mean_absolute_error: 2.44262745/4840 [================>.............] - ETA: 2s - loss: 10.3750 - mean_absolute_error: 2.44312791/4840 [================>.............] - ETA: 2s - loss: 10.3774 - mean_absolute_error: 2.44352836/4840 [================>.............] - ETA: 2s - loss: 10.3783 - mean_absolute_error: 2.44352880/4840 [================>.............] - ETA: 2s - loss: 10.3730 - mean_absolute_error: 2.44252927/4840 [=================>............] - ETA: 2s - loss: 10.3693 - mean_absolute_error: 2.44192972/4840 [=================>............] - ETA: 2s - loss: 10.3739 - mean_absolute_error: 2.44253017/4840 [=================>............] - ETA: 2s - loss: 10.3838 - mean_absolute_error: 2.44403062/4840 [=================>............] - ETA: 2s - loss: 10.3792 - mean_absolute_error: 2.44363106/4840 [==================>...........] - ETA: 1s - loss: 10.3912 - mean_absolute_error: 2.44483151/4840 [==================>...........] - ETA: 1s - loss: 10.3868 - mean_absolute_error: 2.44433195/4840 [==================>...........] - ETA: 1s - loss: 10.3958 - mean_absolute_error: 2.44613240/4840 [===================>..........] - ETA: 1s - loss: 10.4115 - mean_absolute_error: 2.44833286/4840 [===================>..........] - ETA: 1s - loss: 10.4169 - mean_absolute_error: 2.44913333/4840 [===================>..........] - ETA: 1s - loss: 10.4259 - mean_absolute_error: 2.45043377/4840 [===================>..........] - ETA: 1s - loss: 10.4140 - mean_absolute_error: 2.44873424/4840 [====================>.........] - ETA: 1s - loss: 10.4213 - mean_absolute_error: 2.44963468/4840 [====================>.........] - ETA: 1s - loss: 10.4179 - mean_absolute_error: 2.44923513/4840 [====================>.........] - ETA: 1s - loss: 10.4198 - mean_absolute_error: 2.44963559/4840 [=====================>........] - ETA: 1s - loss: 10.4223 - mean_absolute_error: 2.45013604/4840 [=====================>........] - ETA: 1s - loss: 10.4326 - mean_absolute_error: 2.45153651/4840 [=====================>........] - ETA: 1s - loss: 10.4369 - mean_absolute_error: 2.45193695/4840 [=====================>........] - ETA: 1s - loss: 10.4416 - mean_absolute_error: 2.45273739/4840 [======================>.......] - ETA: 1s - loss: 10.4415 - mean_absolute_error: 2.45243783/4840 [======================>.......] - ETA: 1s - loss: 10.4553 - mean_absolute_error: 2.45413829/4840 [======================>.......] - ETA: 1s - loss: 10.4595 - mean_absolute_error: 2.45453874/4840 [=======================>......] - ETA: 1s - loss: 10.4602 - mean_absolute_error: 2.45513919/4840 [=======================>......] - ETA: 1s - loss: 10.4659 - mean_absolute_error: 2.45603964/4840 [=======================>......] - ETA: 0s - loss: 10.4749 - mean_absolute_error: 2.45714007/4840 [=======================>......] - ETA: 0s - loss: 10.4741 - mean_absolute_error: 2.45744053/4840 [========================>.....] - ETA: 0s - loss: 10.4786 - mean_absolute_error: 2.45804098/4840 [========================>.....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.45834143/4840 [========================>.....] - ETA: 0s - loss: 10.4886 - mean_absolute_error: 2.45924188/4840 [========================>.....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45924233/4840 [=========================>....] - ETA: 0s - loss: 10.4856 - mean_absolute_error: 2.45854278/4840 [=========================>....] - ETA: 0s - loss: 10.4869 - mean_absolute_error: 2.45864322/4840 [=========================>....] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.45864368/4840 [==========================>...] - ETA: 0s - loss: 10.4900 - mean_absolute_error: 2.45934413/4840 [==========================>...] - ETA: 0s - loss: 10.4827 - mean_absolute_error: 2.45824458/4840 [==========================>...] - ETA: 0s - loss: 10.4845 - mean_absolute_error: 2.45854504/4840 [==========================>...] - ETA: 0s - loss: 10.4834 - mean_absolute_error: 2.45824551/4840 [===========================>..] - ETA: 0s - loss: 10.4794 - mean_absolute_error: 2.45754597/4840 [===========================>..] - ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45744642/4840 [===========================>..] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.45874686/4840 [============================>.] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.45924730/4840 [============================>.] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.45924776/4840 [============================>.] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46054820/4840 [============================>.] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46014840/4840 [==============================] - 6s 1ms/step - loss: 10.5032 - mean_absolute_error: 2.4606 - val_loss: 11.4964 - val_mean_absolute_error: 2.5822
Epoch 72/100
   1/4840 [..............................] - ETA: 4s - loss: 10.4603 - mean_absolute_error: 2.4273  47/4840 [..............................] - ETA: 5s - loss: 10.1324 - mean_absolute_error: 2.4262  93/4840 [..............................] - ETA: 5s - loss: 10.4406 - mean_absolute_error: 2.4769 140/4840 [..............................] - ETA: 5s - loss: 10.4399 - mean_absolute_error: 2.4697 187/4840 [>.............................] - ETA: 5s - loss: 10.4088 - mean_absolute_error: 2.4612 232/4840 [>.............................] - ETA: 5s - loss: 10.4230 - mean_absolute_error: 2.4530 277/4840 [>.............................] - ETA: 5s - loss: 10.3661 - mean_absolute_error: 2.4401 322/4840 [>.............................] - ETA: 4s - loss: 10.3523 - mean_absolute_error: 2.4374 367/4840 [=>............................] - ETA: 4s - loss: 10.3521 - mean_absolute_error: 2.4369 413/4840 [=>............................] - ETA: 4s - loss: 10.4146 - mean_absolute_error: 2.4473 458/4840 [=>............................] - ETA: 4s - loss: 10.4179 - mean_absolute_error: 2.4481 505/4840 [==>...........................] - ETA: 4s - loss: 10.4987 - mean_absolute_error: 2.4576 549/4840 [==>...........................] - ETA: 4s - loss: 10.4313 - mean_absolute_error: 2.4517 594/4840 [==>...........................] - ETA: 4s - loss: 10.3885 - mean_absolute_error: 2.4464 638/4840 [==>...........................] - ETA: 4s - loss: 10.3622 - mean_absolute_error: 2.4441 684/4840 [===>..........................] - ETA: 4s - loss: 10.3838 - mean_absolute_error: 2.4469 725/4840 [===>..........................] - ETA: 4s - loss: 10.3682 - mean_absolute_error: 2.4443 771/4840 [===>..........................] - ETA: 4s - loss: 10.3444 - mean_absolute_error: 2.4409 817/4840 [====>.........................] - ETA: 4s - loss: 10.3311 - mean_absolute_error: 2.4398 864/4840 [====>.........................] - ETA: 4s - loss: 10.3799 - mean_absolute_error: 2.4454 909/4840 [====>.........................] - ETA: 4s - loss: 10.3626 - mean_absolute_error: 2.4426 955/4840 [====>.........................] - ETA: 4s - loss: 10.3779 - mean_absolute_error: 2.4455 999/4840 [=====>........................] - ETA: 4s - loss: 10.3810 - mean_absolute_error: 2.44641045/4840 [=====>........................] - ETA: 4s - loss: 10.4069 - mean_absolute_error: 2.44921091/4840 [=====>........................] - ETA: 4s - loss: 10.3788 - mean_absolute_error: 2.44531136/4840 [======>.......................] - ETA: 4s - loss: 10.3672 - mean_absolute_error: 2.44431181/4840 [======>.......................] - ETA: 4s - loss: 10.4025 - mean_absolute_error: 2.45001226/4840 [======>.......................] - ETA: 4s - loss: 10.3980 - mean_absolute_error: 2.44971271/4840 [======>.......................] - ETA: 3s - loss: 10.4040 - mean_absolute_error: 2.45111318/4840 [=======>......................] - ETA: 3s - loss: 10.4005 - mean_absolute_error: 2.45181364/4840 [=======>......................] - ETA: 3s - loss: 10.3947 - mean_absolute_error: 2.45051410/4840 [=======>......................] - ETA: 3s - loss: 10.4002 - mean_absolute_error: 2.45081449/4840 [=======>......................] - ETA: 3s - loss: 10.4085 - mean_absolute_error: 2.45111494/4840 [========>.....................] - ETA: 3s - loss: 10.4395 - mean_absolute_error: 2.45511540/4840 [========>.....................] - ETA: 3s - loss: 10.4626 - mean_absolute_error: 2.45781586/4840 [========>.....................] - ETA: 3s - loss: 10.4753 - mean_absolute_error: 2.46111630/4840 [=========>....................] - ETA: 3s - loss: 10.4721 - mean_absolute_error: 2.46061672/4840 [=========>....................] - ETA: 3s - loss: 10.4992 - mean_absolute_error: 2.46411713/4840 [=========>....................] - ETA: 3s - loss: 10.4799 - mean_absolute_error: 2.46161757/4840 [=========>....................] - ETA: 3s - loss: 10.4811 - mean_absolute_error: 2.46191801/4840 [==========>...................] - ETA: 3s - loss: 10.4878 - mean_absolute_error: 2.46281845/4840 [==========>...................] - ETA: 3s - loss: 10.4741 - mean_absolute_error: 2.46131890/4840 [==========>...................] - ETA: 3s - loss: 10.4723 - mean_absolute_error: 2.46101936/4840 [===========>..................] - ETA: 3s - loss: 10.4801 - mean_absolute_error: 2.46281981/4840 [===========>..................] - ETA: 3s - loss: 10.4788 - mean_absolute_error: 2.46222027/4840 [===========>..................] - ETA: 3s - loss: 10.4745 - mean_absolute_error: 2.46162072/4840 [===========>..................] - ETA: 3s - loss: 10.4731 - mean_absolute_error: 2.46202118/4840 [============>.................] - ETA: 3s - loss: 10.4782 - mean_absolute_error: 2.46282164/4840 [============>.................] - ETA: 3s - loss: 10.4724 - mean_absolute_error: 2.46162210/4840 [============>.................] - ETA: 2s - loss: 10.4782 - mean_absolute_error: 2.46212256/4840 [============>.................] - ETA: 2s - loss: 10.4685 - mean_absolute_error: 2.46082302/4840 [=============>................] - ETA: 2s - loss: 10.4778 - mean_absolute_error: 2.46182347/4840 [=============>................] - ETA: 2s - loss: 10.4911 - mean_absolute_error: 2.46322393/4840 [=============>................] - ETA: 2s - loss: 10.4768 - mean_absolute_error: 2.46132439/4840 [==============>...............] - ETA: 2s - loss: 10.4894 - mean_absolute_error: 2.46252485/4840 [==============>...............] - ETA: 2s - loss: 10.4957 - mean_absolute_error: 2.46362532/4840 [==============>...............] - ETA: 2s - loss: 10.5042 - mean_absolute_error: 2.46432579/4840 [==============>...............] - ETA: 2s - loss: 10.4983 - mean_absolute_error: 2.46342625/4840 [===============>..............] - ETA: 2s - loss: 10.4915 - mean_absolute_error: 2.46202671/4840 [===============>..............] - ETA: 2s - loss: 10.4944 - mean_absolute_error: 2.46182717/4840 [===============>..............] - ETA: 2s - loss: 10.4932 - mean_absolute_error: 2.46112763/4840 [================>.............] - ETA: 2s - loss: 10.4907 - mean_absolute_error: 2.46112809/4840 [================>.............] - ETA: 2s - loss: 10.4885 - mean_absolute_error: 2.46092855/4840 [================>.............] - ETA: 2s - loss: 10.4852 - mean_absolute_error: 2.46082902/4840 [================>.............] - ETA: 2s - loss: 10.4686 - mean_absolute_error: 2.45892947/4840 [=================>............] - ETA: 2s - loss: 10.4817 - mean_absolute_error: 2.46062994/4840 [=================>............] - ETA: 2s - loss: 10.4768 - mean_absolute_error: 2.46013040/4840 [=================>............] - ETA: 2s - loss: 10.4740 - mean_absolute_error: 2.45953086/4840 [==================>...........] - ETA: 1s - loss: 10.4780 - mean_absolute_error: 2.46003132/4840 [==================>...........] - ETA: 1s - loss: 10.4772 - mean_absolute_error: 2.46023177/4840 [==================>...........] - ETA: 1s - loss: 10.4821 - mean_absolute_error: 2.46093222/4840 [==================>...........] - ETA: 1s - loss: 10.4897 - mean_absolute_error: 2.46163266/4840 [===================>..........] - ETA: 1s - loss: 10.4885 - mean_absolute_error: 2.46163310/4840 [===================>..........] - ETA: 1s - loss: 10.4926 - mean_absolute_error: 2.46213356/4840 [===================>..........] - ETA: 1s - loss: 10.4964 - mean_absolute_error: 2.46253402/4840 [====================>.........] - ETA: 1s - loss: 10.4892 - mean_absolute_error: 2.46183447/4840 [====================>.........] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.46173491/4840 [====================>.........] - ETA: 1s - loss: 10.4896 - mean_absolute_error: 2.46193537/4840 [====================>.........] - ETA: 1s - loss: 10.4895 - mean_absolute_error: 2.46203583/4840 [=====================>........] - ETA: 1s - loss: 10.4833 - mean_absolute_error: 2.46123629/4840 [=====================>........] - ETA: 1s - loss: 10.4795 - mean_absolute_error: 2.46073675/4840 [=====================>........] - ETA: 1s - loss: 10.4814 - mean_absolute_error: 2.46083720/4840 [======================>.......] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.46073765/4840 [======================>.......] - ETA: 1s - loss: 10.4816 - mean_absolute_error: 2.46083810/4840 [======================>.......] - ETA: 1s - loss: 10.4841 - mean_absolute_error: 2.46113855/4840 [======================>.......] - ETA: 1s - loss: 10.4881 - mean_absolute_error: 2.46163901/4840 [=======================>......] - ETA: 1s - loss: 10.4906 - mean_absolute_error: 2.46183947/4840 [=======================>......] - ETA: 0s - loss: 10.4982 - mean_absolute_error: 2.46273993/4840 [=======================>......] - ETA: 0s - loss: 10.4969 - mean_absolute_error: 2.46234039/4840 [========================>.....] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46204085/4840 [========================>.....] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46194130/4840 [========================>.....] - ETA: 0s - loss: 10.4951 - mean_absolute_error: 2.46174175/4840 [========================>.....] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.46144219/4840 [=========================>....] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.46134264/4840 [=========================>....] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46114309/4840 [=========================>....] - ETA: 0s - loss: 10.5042 - mean_absolute_error: 2.46244355/4840 [=========================>....] - ETA: 0s - loss: 10.5012 - mean_absolute_error: 2.46204401/4840 [==========================>...] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46274447/4840 [==========================>...] - ETA: 0s - loss: 10.5082 - mean_absolute_error: 2.46334493/4840 [==========================>...] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46244539/4840 [===========================>..] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46274585/4840 [===========================>..] - ETA: 0s - loss: 10.5071 - mean_absolute_error: 2.46304630/4840 [===========================>..] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46234676/4840 [===========================>..] - ETA: 0s - loss: 10.4951 - mean_absolute_error: 2.46154722/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46254766/4840 [============================>.] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46294813/4840 [============================>.] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46254840/4840 [==============================] - 6s 1ms/step - loss: 10.5027 - mean_absolute_error: 2.4624 - val_loss: 11.4977 - val_mean_absolute_error: 2.5821
Epoch 73/100
   1/4840 [..............................] - ETA: 9s - loss: 9.4023 - mean_absolute_error: 2.2983  44/4840 [..............................] - ETA: 5s - loss: 10.6428 - mean_absolute_error: 2.4626  90/4840 [..............................] - ETA: 5s - loss: 10.6940 - mean_absolute_error: 2.4692 137/4840 [..............................] - ETA: 5s - loss: 10.4891 - mean_absolute_error: 2.4434 183/4840 [>.............................] - ETA: 5s - loss: 10.5279 - mean_absolute_error: 2.4493 229/4840 [>.............................] - ETA: 5s - loss: 10.5410 - mean_absolute_error: 2.4548 275/4840 [>.............................] - ETA: 5s - loss: 10.4660 - mean_absolute_error: 2.4445 321/4840 [>.............................] - ETA: 5s - loss: 10.4365 - mean_absolute_error: 2.4384 367/4840 [=>............................] - ETA: 4s - loss: 10.5000 - mean_absolute_error: 2.4496 413/4840 [=>............................] - ETA: 4s - loss: 10.5447 - mean_absolute_error: 2.4564 458/4840 [=>............................] - ETA: 4s - loss: 10.5879 - mean_absolute_error: 2.4643 502/4840 [==>...........................] - ETA: 4s - loss: 10.5292 - mean_absolute_error: 2.4578 548/4840 [==>...........................] - ETA: 4s - loss: 10.5472 - mean_absolute_error: 2.4611 595/4840 [==>...........................] - ETA: 4s - loss: 10.4960 - mean_absolute_error: 2.4577 640/4840 [==>...........................] - ETA: 4s - loss: 10.4845 - mean_absolute_error: 2.4564 685/4840 [===>..........................] - ETA: 4s - loss: 10.4832 - mean_absolute_error: 2.4569 731/4840 [===>..........................] - ETA: 4s - loss: 10.4863 - mean_absolute_error: 2.4585 777/4840 [===>..........................] - ETA: 4s - loss: 10.4673 - mean_absolute_error: 2.4565 823/4840 [====>.........................] - ETA: 4s - loss: 10.4353 - mean_absolute_error: 2.4514 870/4840 [====>.........................] - ETA: 4s - loss: 10.4450 - mean_absolute_error: 2.4536 916/4840 [====>.........................] - ETA: 4s - loss: 10.4648 - mean_absolute_error: 2.4550 961/4840 [====>.........................] - ETA: 4s - loss: 10.4385 - mean_absolute_error: 2.45161007/4840 [=====>........................] - ETA: 4s - loss: 10.4549 - mean_absolute_error: 2.45551053/4840 [=====>........................] - ETA: 4s - loss: 10.4457 - mean_absolute_error: 2.45351099/4840 [=====>........................] - ETA: 4s - loss: 10.4573 - mean_absolute_error: 2.45581145/4840 [======>.......................] - ETA: 4s - loss: 10.4502 - mean_absolute_error: 2.45581192/4840 [======>.......................] - ETA: 4s - loss: 10.4554 - mean_absolute_error: 2.45681239/4840 [======>.......................] - ETA: 3s - loss: 10.5068 - mean_absolute_error: 2.46331285/4840 [======>.......................] - ETA: 3s - loss: 10.4947 - mean_absolute_error: 2.46071332/4840 [=======>......................] - ETA: 3s - loss: 10.4859 - mean_absolute_error: 2.46071379/4840 [=======>......................] - ETA: 3s - loss: 10.4538 - mean_absolute_error: 2.45731425/4840 [=======>......................] - ETA: 3s - loss: 10.4470 - mean_absolute_error: 2.45681472/4840 [========>.....................] - ETA: 3s - loss: 10.4455 - mean_absolute_error: 2.45711517/4840 [========>.....................] - ETA: 3s - loss: 10.4434 - mean_absolute_error: 2.45741563/4840 [========>.....................] - ETA: 3s - loss: 10.4255 - mean_absolute_error: 2.45571608/4840 [========>.....................] - ETA: 3s - loss: 10.4174 - mean_absolute_error: 2.45561652/4840 [=========>....................] - ETA: 3s - loss: 10.4123 - mean_absolute_error: 2.45451698/4840 [=========>....................] - ETA: 3s - loss: 10.4077 - mean_absolute_error: 2.45351744/4840 [=========>....................] - ETA: 3s - loss: 10.4067 - mean_absolute_error: 2.45301789/4840 [==========>...................] - ETA: 3s - loss: 10.4065 - mean_absolute_error: 2.45191834/4840 [==========>...................] - ETA: 3s - loss: 10.4163 - mean_absolute_error: 2.45311879/4840 [==========>...................] - ETA: 3s - loss: 10.4457 - mean_absolute_error: 2.45651924/4840 [==========>...................] - ETA: 3s - loss: 10.4417 - mean_absolute_error: 2.45661969/4840 [===========>..................] - ETA: 3s - loss: 10.4442 - mean_absolute_error: 2.45682015/4840 [===========>..................] - ETA: 3s - loss: 10.4419 - mean_absolute_error: 2.45692062/4840 [===========>..................] - ETA: 3s - loss: 10.4400 - mean_absolute_error: 2.45632109/4840 [============>.................] - ETA: 3s - loss: 10.4580 - mean_absolute_error: 2.45772155/4840 [============>.................] - ETA: 2s - loss: 10.4576 - mean_absolute_error: 2.45722201/4840 [============>.................] - ETA: 2s - loss: 10.4578 - mean_absolute_error: 2.45682247/4840 [============>.................] - ETA: 2s - loss: 10.4672 - mean_absolute_error: 2.45812294/4840 [=============>................] - ETA: 2s - loss: 10.4659 - mean_absolute_error: 2.45702341/4840 [=============>................] - ETA: 2s - loss: 10.4747 - mean_absolute_error: 2.45852387/4840 [=============>................] - ETA: 2s - loss: 10.4779 - mean_absolute_error: 2.45862433/4840 [==============>...............] - ETA: 2s - loss: 10.4696 - mean_absolute_error: 2.45702478/4840 [==============>...............] - ETA: 2s - loss: 10.4622 - mean_absolute_error: 2.45622524/4840 [==============>...............] - ETA: 2s - loss: 10.4678 - mean_absolute_error: 2.45732570/4840 [==============>...............] - ETA: 2s - loss: 10.4552 - mean_absolute_error: 2.45582615/4840 [===============>..............] - ETA: 2s - loss: 10.4526 - mean_absolute_error: 2.45532661/4840 [===============>..............] - ETA: 2s - loss: 10.4555 - mean_absolute_error: 2.45562706/4840 [===============>..............] - ETA: 2s - loss: 10.4597 - mean_absolute_error: 2.45592752/4840 [================>.............] - ETA: 2s - loss: 10.4717 - mean_absolute_error: 2.45782798/4840 [================>.............] - ETA: 2s - loss: 10.4657 - mean_absolute_error: 2.45732843/4840 [================>.............] - ETA: 2s - loss: 10.4780 - mean_absolute_error: 2.45942889/4840 [================>.............] - ETA: 2s - loss: 10.4703 - mean_absolute_error: 2.45872935/4840 [=================>............] - ETA: 2s - loss: 10.4632 - mean_absolute_error: 2.45752981/4840 [=================>............] - ETA: 2s - loss: 10.4671 - mean_absolute_error: 2.45763027/4840 [=================>............] - ETA: 2s - loss: 10.4621 - mean_absolute_error: 2.45703073/4840 [==================>...........] - ETA: 1s - loss: 10.4589 - mean_absolute_error: 2.45653119/4840 [==================>...........] - ETA: 1s - loss: 10.4475 - mean_absolute_error: 2.45543164/4840 [==================>...........] - ETA: 1s - loss: 10.4559 - mean_absolute_error: 2.45683210/4840 [==================>...........] - ETA: 1s - loss: 10.4605 - mean_absolute_error: 2.45733255/4840 [===================>..........] - ETA: 1s - loss: 10.4658 - mean_absolute_error: 2.45793300/4840 [===================>..........] - ETA: 1s - loss: 10.4729 - mean_absolute_error: 2.45883345/4840 [===================>..........] - ETA: 1s - loss: 10.4676 - mean_absolute_error: 2.45823391/4840 [====================>.........] - ETA: 1s - loss: 10.4663 - mean_absolute_error: 2.45823438/4840 [====================>.........] - ETA: 1s - loss: 10.4684 - mean_absolute_error: 2.45823484/4840 [====================>.........] - ETA: 1s - loss: 10.4719 - mean_absolute_error: 2.45853531/4840 [====================>.........] - ETA: 1s - loss: 10.4856 - mean_absolute_error: 2.46053577/4840 [=====================>........] - ETA: 1s - loss: 10.4818 - mean_absolute_error: 2.46013621/4840 [=====================>........] - ETA: 1s - loss: 10.4842 - mean_absolute_error: 2.46063668/4840 [=====================>........] - ETA: 1s - loss: 10.4853 - mean_absolute_error: 2.46033714/4840 [======================>.......] - ETA: 1s - loss: 10.4884 - mean_absolute_error: 2.46073758/4840 [======================>.......] - ETA: 1s - loss: 10.4899 - mean_absolute_error: 2.46103804/4840 [======================>.......] - ETA: 1s - loss: 10.4993 - mean_absolute_error: 2.46213849/4840 [======================>.......] - ETA: 1s - loss: 10.4935 - mean_absolute_error: 2.46093897/4840 [=======================>......] - ETA: 1s - loss: 10.4903 - mean_absolute_error: 2.46073942/4840 [=======================>......] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.46093988/4840 [=======================>......] - ETA: 0s - loss: 10.4925 - mean_absolute_error: 2.46124033/4840 [=======================>......] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.46174079/4840 [========================>.....] - ETA: 0s - loss: 10.4941 - mean_absolute_error: 2.46124125/4840 [========================>.....] - ETA: 0s - loss: 10.4988 - mean_absolute_error: 2.46184171/4840 [========================>.....] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46164217/4840 [=========================>....] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46224263/4840 [=========================>....] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46254308/4840 [=========================>....] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46304354/4840 [=========================>....] - ETA: 0s - loss: 10.5064 - mean_absolute_error: 2.46274397/4840 [==========================>...] - ETA: 0s - loss: 10.5030 - mean_absolute_error: 2.46254443/4840 [==========================>...] - ETA: 0s - loss: 10.5053 - mean_absolute_error: 2.46294489/4840 [==========================>...] - ETA: 0s - loss: 10.5043 - mean_absolute_error: 2.46284535/4840 [===========================>..] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46314580/4840 [===========================>..] - ETA: 0s - loss: 10.5035 - mean_absolute_error: 2.46274627/4840 [===========================>..] - ETA: 0s - loss: 10.5063 - mean_absolute_error: 2.46314671/4840 [===========================>..] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46354718/4840 [============================>.] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46304763/4840 [============================>.] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46194809/4840 [============================>.] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5027 - mean_absolute_error: 2.4628 - val_loss: 11.4962 - val_mean_absolute_error: 2.5815
Epoch 74/100
   1/4840 [..............................] - ETA: 9s - loss: 10.7551 - mean_absolute_error: 2.4877  47/4840 [..............................] - ETA: 5s - loss: 10.7689 - mean_absolute_error: 2.4872  93/4840 [..............................] - ETA: 5s - loss: 10.6056 - mean_absolute_error: 2.4725 138/4840 [..............................] - ETA: 5s - loss: 10.3679 - mean_absolute_error: 2.4460 183/4840 [>.............................] - ETA: 5s - loss: 10.4996 - mean_absolute_error: 2.4547 230/4840 [>.............................] - ETA: 5s - loss: 10.5319 - mean_absolute_error: 2.4646 276/4840 [>.............................] - ETA: 5s - loss: 10.5654 - mean_absolute_error: 2.4662 322/4840 [>.............................] - ETA: 4s - loss: 10.6158 - mean_absolute_error: 2.4740 366/4840 [=>............................] - ETA: 4s - loss: 10.5945 - mean_absolute_error: 2.4673 412/4840 [=>............................] - ETA: 4s - loss: 10.6288 - mean_absolute_error: 2.4743 458/4840 [=>............................] - ETA: 4s - loss: 10.6022 - mean_absolute_error: 2.4687 505/4840 [==>...........................] - ETA: 4s - loss: 10.6042 - mean_absolute_error: 2.4711 551/4840 [==>...........................] - ETA: 4s - loss: 10.5678 - mean_absolute_error: 2.4662 597/4840 [==>...........................] - ETA: 4s - loss: 10.5950 - mean_absolute_error: 2.4695 645/4840 [==>...........................] - ETA: 4s - loss: 10.5818 - mean_absolute_error: 2.4687 691/4840 [===>..........................] - ETA: 4s - loss: 10.5863 - mean_absolute_error: 2.4682 737/4840 [===>..........................] - ETA: 4s - loss: 10.6405 - mean_absolute_error: 2.4759 783/4840 [===>..........................] - ETA: 4s - loss: 10.6095 - mean_absolute_error: 2.4723 828/4840 [====>.........................] - ETA: 4s - loss: 10.6183 - mean_absolute_error: 2.4735 874/4840 [====>.........................] - ETA: 4s - loss: 10.6086 - mean_absolute_error: 2.4744 920/4840 [====>.........................] - ETA: 4s - loss: 10.5992 - mean_absolute_error: 2.4734 964/4840 [====>.........................] - ETA: 4s - loss: 10.5855 - mean_absolute_error: 2.47261009/4840 [=====>........................] - ETA: 4s - loss: 10.5863 - mean_absolute_error: 2.47191052/4840 [=====>........................] - ETA: 4s - loss: 10.5433 - mean_absolute_error: 2.46521098/4840 [=====>........................] - ETA: 4s - loss: 10.5253 - mean_absolute_error: 2.46481144/4840 [======>.......................] - ETA: 4s - loss: 10.5309 - mean_absolute_error: 2.46501190/4840 [======>.......................] - ETA: 4s - loss: 10.5218 - mean_absolute_error: 2.46361235/4840 [======>.......................] - ETA: 3s - loss: 10.4848 - mean_absolute_error: 2.45771281/4840 [======>.......................] - ETA: 3s - loss: 10.4757 - mean_absolute_error: 2.45771327/4840 [=======>......................] - ETA: 3s - loss: 10.4714 - mean_absolute_error: 2.45711374/4840 [=======>......................] - ETA: 3s - loss: 10.4767 - mean_absolute_error: 2.45761419/4840 [=======>......................] - ETA: 3s - loss: 10.5094 - mean_absolute_error: 2.46301465/4840 [========>.....................] - ETA: 3s - loss: 10.5010 - mean_absolute_error: 2.46151510/4840 [========>.....................] - ETA: 3s - loss: 10.5055 - mean_absolute_error: 2.46161556/4840 [========>.....................] - ETA: 3s - loss: 10.5019 - mean_absolute_error: 2.46061602/4840 [========>.....................] - ETA: 3s - loss: 10.4993 - mean_absolute_error: 2.46051648/4840 [=========>....................] - ETA: 3s - loss: 10.4915 - mean_absolute_error: 2.45891694/4840 [=========>....................] - ETA: 3s - loss: 10.4969 - mean_absolute_error: 2.45921740/4840 [=========>....................] - ETA: 3s - loss: 10.4983 - mean_absolute_error: 2.45951787/4840 [==========>...................] - ETA: 3s - loss: 10.4945 - mean_absolute_error: 2.45881832/4840 [==========>...................] - ETA: 3s - loss: 10.4840 - mean_absolute_error: 2.45801878/4840 [==========>...................] - ETA: 3s - loss: 10.4848 - mean_absolute_error: 2.45801925/4840 [==========>...................] - ETA: 3s - loss: 10.4762 - mean_absolute_error: 2.45641970/4840 [===========>..................] - ETA: 3s - loss: 10.4739 - mean_absolute_error: 2.45622016/4840 [===========>..................] - ETA: 3s - loss: 10.4743 - mean_absolute_error: 2.45622062/4840 [===========>..................] - ETA: 3s - loss: 10.4762 - mean_absolute_error: 2.45662108/4840 [============>.................] - ETA: 3s - loss: 10.4811 - mean_absolute_error: 2.45752153/4840 [============>.................] - ETA: 2s - loss: 10.4870 - mean_absolute_error: 2.45812199/4840 [============>.................] - ETA: 2s - loss: 10.4976 - mean_absolute_error: 2.45942245/4840 [============>.................] - ETA: 2s - loss: 10.4860 - mean_absolute_error: 2.45762291/4840 [=============>................] - ETA: 2s - loss: 10.4850 - mean_absolute_error: 2.45782336/4840 [=============>................] - ETA: 2s - loss: 10.4832 - mean_absolute_error: 2.45802380/4840 [=============>................] - ETA: 2s - loss: 10.4876 - mean_absolute_error: 2.45872427/4840 [==============>...............] - ETA: 2s - loss: 10.4942 - mean_absolute_error: 2.45942473/4840 [==============>...............] - ETA: 2s - loss: 10.5008 - mean_absolute_error: 2.46092519/4840 [==============>...............] - ETA: 2s - loss: 10.4976 - mean_absolute_error: 2.46072564/4840 [==============>...............] - ETA: 2s - loss: 10.4895 - mean_absolute_error: 2.45952611/4840 [===============>..............] - ETA: 2s - loss: 10.4948 - mean_absolute_error: 2.46012657/4840 [===============>..............] - ETA: 2s - loss: 10.5009 - mean_absolute_error: 2.46062704/4840 [===============>..............] - ETA: 2s - loss: 10.5049 - mean_absolute_error: 2.46142748/4840 [================>.............] - ETA: 2s - loss: 10.5012 - mean_absolute_error: 2.46092795/4840 [================>.............] - ETA: 2s - loss: 10.4923 - mean_absolute_error: 2.46022840/4840 [================>.............] - ETA: 2s - loss: 10.4856 - mean_absolute_error: 2.45952886/4840 [================>.............] - ETA: 2s - loss: 10.4777 - mean_absolute_error: 2.45882932/4840 [=================>............] - ETA: 2s - loss: 10.4884 - mean_absolute_error: 2.46012978/4840 [=================>............] - ETA: 2s - loss: 10.5005 - mean_absolute_error: 2.46183025/4840 [=================>............] - ETA: 2s - loss: 10.4872 - mean_absolute_error: 2.45963071/4840 [==================>...........] - ETA: 1s - loss: 10.4778 - mean_absolute_error: 2.45903118/4840 [==================>...........] - ETA: 1s - loss: 10.4774 - mean_absolute_error: 2.45883164/4840 [==================>...........] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.45933209/4840 [==================>...........] - ETA: 1s - loss: 10.4888 - mean_absolute_error: 2.46023255/4840 [===================>..........] - ETA: 1s - loss: 10.4874 - mean_absolute_error: 2.45973300/4840 [===================>..........] - ETA: 1s - loss: 10.4877 - mean_absolute_error: 2.46013347/4840 [===================>..........] - ETA: 1s - loss: 10.4907 - mean_absolute_error: 2.46083393/4840 [====================>.........] - ETA: 1s - loss: 10.4990 - mean_absolute_error: 2.46153440/4840 [====================>.........] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.46033485/4840 [====================>.........] - ETA: 1s - loss: 10.4884 - mean_absolute_error: 2.46003531/4840 [====================>.........] - ETA: 1s - loss: 10.4846 - mean_absolute_error: 2.45943577/4840 [=====================>........] - ETA: 1s - loss: 10.4916 - mean_absolute_error: 2.46053622/4840 [=====================>........] - ETA: 1s - loss: 10.4872 - mean_absolute_error: 2.45963667/4840 [=====================>........] - ETA: 1s - loss: 10.4842 - mean_absolute_error: 2.45923712/4840 [======================>.......] - ETA: 1s - loss: 10.4825 - mean_absolute_error: 2.45903758/4840 [======================>.......] - ETA: 1s - loss: 10.4829 - mean_absolute_error: 2.45893804/4840 [======================>.......] - ETA: 1s - loss: 10.4814 - mean_absolute_error: 2.45913850/4840 [======================>.......] - ETA: 1s - loss: 10.4838 - mean_absolute_error: 2.45983895/4840 [=======================>......] - ETA: 1s - loss: 10.4850 - mean_absolute_error: 2.46003941/4840 [=======================>......] - ETA: 0s - loss: 10.4871 - mean_absolute_error: 2.46043985/4840 [=======================>......] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46104031/4840 [=======================>......] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46214075/4840 [========================>.....] - ETA: 0s - loss: 10.5012 - mean_absolute_error: 2.46214121/4840 [========================>.....] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46294165/4840 [========================>.....] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46254210/4840 [=========================>....] - ETA: 0s - loss: 10.5043 - mean_absolute_error: 2.46234255/4840 [=========================>....] - ETA: 0s - loss: 10.5086 - mean_absolute_error: 2.46254301/4840 [=========================>....] - ETA: 0s - loss: 10.5072 - mean_absolute_error: 2.46254346/4840 [=========================>....] - ETA: 0s - loss: 10.4991 - mean_absolute_error: 2.46164392/4840 [==========================>...] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46154439/4840 [==========================>...] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46214484/4840 [==========================>...] - ETA: 0s - loss: 10.5064 - mean_absolute_error: 2.46244528/4840 [===========================>..] - ETA: 0s - loss: 10.5003 - mean_absolute_error: 2.46144574/4840 [===========================>..] - ETA: 0s - loss: 10.5016 - mean_absolute_error: 2.46134619/4840 [===========================>..] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46224664/4840 [===========================>..] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46194709/4840 [============================>.] - ETA: 0s - loss: 10.5043 - mean_absolute_error: 2.46224754/4840 [============================>.] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46234800/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5020 - mean_absolute_error: 2.4617 - val_loss: 11.5004 - val_mean_absolute_error: 2.5819
Epoch 75/100
   1/4840 [..............................] - ETA: 9s - loss: 8.1133 - mean_absolute_error: 2.1453  45/4840 [..............................] - ETA: 5s - loss: 10.8383 - mean_absolute_error: 2.4926  90/4840 [..............................] - ETA: 5s - loss: 11.1141 - mean_absolute_error: 2.5271 137/4840 [..............................] - ETA: 5s - loss: 11.2139 - mean_absolute_error: 2.5410 182/4840 [>.............................] - ETA: 5s - loss: 10.8643 - mean_absolute_error: 2.4981 227/4840 [>.............................] - ETA: 5s - loss: 10.8356 - mean_absolute_error: 2.4919 273/4840 [>.............................] - ETA: 5s - loss: 10.7596 - mean_absolute_error: 2.4808 319/4840 [>.............................] - ETA: 5s - loss: 10.7272 - mean_absolute_error: 2.4804 365/4840 [=>............................] - ETA: 4s - loss: 10.6912 - mean_absolute_error: 2.4786 412/4840 [=>............................] - ETA: 4s - loss: 10.6475 - mean_absolute_error: 2.4760 457/4840 [=>............................] - ETA: 4s - loss: 10.6080 - mean_absolute_error: 2.4737 502/4840 [==>...........................] - ETA: 4s - loss: 10.6265 - mean_absolute_error: 2.4751 548/4840 [==>...........................] - ETA: 4s - loss: 10.6121 - mean_absolute_error: 2.4723 595/4840 [==>...........................] - ETA: 4s - loss: 10.6018 - mean_absolute_error: 2.4725 642/4840 [==>...........................] - ETA: 4s - loss: 10.5437 - mean_absolute_error: 2.4652 688/4840 [===>..........................] - ETA: 4s - loss: 10.5399 - mean_absolute_error: 2.4652 735/4840 [===>..........................] - ETA: 4s - loss: 10.5286 - mean_absolute_error: 2.4621 782/4840 [===>..........................] - ETA: 4s - loss: 10.5113 - mean_absolute_error: 2.4608 828/4840 [====>.........................] - ETA: 4s - loss: 10.4947 - mean_absolute_error: 2.4587 874/4840 [====>.........................] - ETA: 4s - loss: 10.4982 - mean_absolute_error: 2.4588 921/4840 [====>.........................] - ETA: 4s - loss: 10.4753 - mean_absolute_error: 2.4565 965/4840 [====>.........................] - ETA: 4s - loss: 10.4815 - mean_absolute_error: 2.45901011/4840 [=====>........................] - ETA: 4s - loss: 10.4734 - mean_absolute_error: 2.45721057/4840 [=====>........................] - ETA: 4s - loss: 10.4666 - mean_absolute_error: 2.45631104/4840 [=====>........................] - ETA: 4s - loss: 10.4567 - mean_absolute_error: 2.45391149/4840 [======>.......................] - ETA: 4s - loss: 10.4474 - mean_absolute_error: 2.45281195/4840 [======>.......................] - ETA: 4s - loss: 10.4819 - mean_absolute_error: 2.45691241/4840 [======>.......................] - ETA: 3s - loss: 10.4924 - mean_absolute_error: 2.45781286/4840 [======>.......................] - ETA: 3s - loss: 10.4672 - mean_absolute_error: 2.45451332/4840 [=======>......................] - ETA: 3s - loss: 10.4619 - mean_absolute_error: 2.45271378/4840 [=======>......................] - ETA: 3s - loss: 10.4587 - mean_absolute_error: 2.45351424/4840 [=======>......................] - ETA: 3s - loss: 10.4791 - mean_absolute_error: 2.45651470/4840 [========>.....................] - ETA: 3s - loss: 10.4751 - mean_absolute_error: 2.45541515/4840 [========>.....................] - ETA: 3s - loss: 10.4702 - mean_absolute_error: 2.45531562/4840 [========>.....................] - ETA: 3s - loss: 10.4795 - mean_absolute_error: 2.45611608/4840 [========>.....................] - ETA: 3s - loss: 10.4867 - mean_absolute_error: 2.45651655/4840 [=========>....................] - ETA: 3s - loss: 10.4755 - mean_absolute_error: 2.45481701/4840 [=========>....................] - ETA: 3s - loss: 10.4820 - mean_absolute_error: 2.45521747/4840 [=========>....................] - ETA: 3s - loss: 10.4687 - mean_absolute_error: 2.45411793/4840 [==========>...................] - ETA: 3s - loss: 10.4644 - mean_absolute_error: 2.45401839/4840 [==========>...................] - ETA: 3s - loss: 10.4486 - mean_absolute_error: 2.45271884/4840 [==========>...................] - ETA: 3s - loss: 10.4547 - mean_absolute_error: 2.45391929/4840 [==========>...................] - ETA: 3s - loss: 10.4615 - mean_absolute_error: 2.45351975/4840 [===========>..................] - ETA: 3s - loss: 10.4482 - mean_absolute_error: 2.45212022/4840 [===========>..................] - ETA: 3s - loss: 10.4501 - mean_absolute_error: 2.45322067/4840 [===========>..................] - ETA: 3s - loss: 10.4565 - mean_absolute_error: 2.45392114/4840 [============>.................] - ETA: 3s - loss: 10.4659 - mean_absolute_error: 2.45492161/4840 [============>.................] - ETA: 2s - loss: 10.4564 - mean_absolute_error: 2.45362206/4840 [============>.................] - ETA: 2s - loss: 10.4527 - mean_absolute_error: 2.45342252/4840 [============>.................] - ETA: 2s - loss: 10.4456 - mean_absolute_error: 2.45322299/4840 [=============>................] - ETA: 2s - loss: 10.4581 - mean_absolute_error: 2.45492346/4840 [=============>................] - ETA: 2s - loss: 10.4805 - mean_absolute_error: 2.45782391/4840 [=============>................] - ETA: 2s - loss: 10.4766 - mean_absolute_error: 2.45662437/4840 [==============>...............] - ETA: 2s - loss: 10.4657 - mean_absolute_error: 2.45502483/4840 [==============>...............] - ETA: 2s - loss: 10.4749 - mean_absolute_error: 2.45592529/4840 [==============>...............] - ETA: 2s - loss: 10.4825 - mean_absolute_error: 2.45682575/4840 [==============>...............] - ETA: 2s - loss: 10.4776 - mean_absolute_error: 2.45602622/4840 [===============>..............] - ETA: 2s - loss: 10.4713 - mean_absolute_error: 2.45612667/4840 [===============>..............] - ETA: 2s - loss: 10.4748 - mean_absolute_error: 2.45622715/4840 [===============>..............] - ETA: 2s - loss: 10.4883 - mean_absolute_error: 2.45792760/4840 [================>.............] - ETA: 2s - loss: 10.4966 - mean_absolute_error: 2.45882805/4840 [================>.............] - ETA: 2s - loss: 10.5083 - mean_absolute_error: 2.46032849/4840 [================>.............] - ETA: 2s - loss: 10.5049 - mean_absolute_error: 2.46032895/4840 [================>.............] - ETA: 2s - loss: 10.5074 - mean_absolute_error: 2.46052941/4840 [=================>............] - ETA: 2s - loss: 10.5075 - mean_absolute_error: 2.46032988/4840 [=================>............] - ETA: 2s - loss: 10.5144 - mean_absolute_error: 2.46113033/4840 [=================>............] - ETA: 1s - loss: 10.5166 - mean_absolute_error: 2.46153080/4840 [==================>...........] - ETA: 1s - loss: 10.5156 - mean_absolute_error: 2.46103125/4840 [==================>...........] - ETA: 1s - loss: 10.5125 - mean_absolute_error: 2.46043171/4840 [==================>...........] - ETA: 1s - loss: 10.5173 - mean_absolute_error: 2.46103216/4840 [==================>...........] - ETA: 1s - loss: 10.5099 - mean_absolute_error: 2.46033262/4840 [===================>..........] - ETA: 1s - loss: 10.5094 - mean_absolute_error: 2.46053308/4840 [===================>..........] - ETA: 1s - loss: 10.5133 - mean_absolute_error: 2.46123353/4840 [===================>..........] - ETA: 1s - loss: 10.5087 - mean_absolute_error: 2.46103399/4840 [====================>.........] - ETA: 1s - loss: 10.5113 - mean_absolute_error: 2.46133445/4840 [====================>.........] - ETA: 1s - loss: 10.5118 - mean_absolute_error: 2.46183491/4840 [====================>.........] - ETA: 1s - loss: 10.5123 - mean_absolute_error: 2.46233537/4840 [====================>.........] - ETA: 1s - loss: 10.5196 - mean_absolute_error: 2.46313583/4840 [=====================>........] - ETA: 1s - loss: 10.5242 - mean_absolute_error: 2.46373628/4840 [=====================>........] - ETA: 1s - loss: 10.5252 - mean_absolute_error: 2.46383673/4840 [=====================>........] - ETA: 1s - loss: 10.5239 - mean_absolute_error: 2.46363718/4840 [======================>.......] - ETA: 1s - loss: 10.5203 - mean_absolute_error: 2.46303763/4840 [======================>.......] - ETA: 1s - loss: 10.5213 - mean_absolute_error: 2.46333810/4840 [======================>.......] - ETA: 1s - loss: 10.5084 - mean_absolute_error: 2.46163857/4840 [======================>.......] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46133903/4840 [=======================>......] - ETA: 1s - loss: 10.5042 - mean_absolute_error: 2.46073949/4840 [=======================>......] - ETA: 0s - loss: 10.5058 - mean_absolute_error: 2.46073995/4840 [=======================>......] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46004041/4840 [========================>.....] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46064088/4840 [========================>.....] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46094134/4840 [========================>.....] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46044180/4840 [========================>.....] - ETA: 0s - loss: 10.4931 - mean_absolute_error: 2.46004225/4840 [=========================>....] - ETA: 0s - loss: 10.5004 - mean_absolute_error: 2.46064270/4840 [=========================>....] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46054315/4840 [=========================>....] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46014361/4840 [==========================>...] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46114406/4840 [==========================>...] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46164451/4840 [==========================>...] - ETA: 0s - loss: 10.4955 - mean_absolute_error: 2.46074496/4840 [==========================>...] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46084542/4840 [===========================>..] - ETA: 0s - loss: 10.5003 - mean_absolute_error: 2.46144587/4840 [===========================>..] - ETA: 0s - loss: 10.4986 - mean_absolute_error: 2.46144633/4840 [===========================>..] - ETA: 0s - loss: 10.4987 - mean_absolute_error: 2.46144677/4840 [===========================>..] - ETA: 0s - loss: 10.4975 - mean_absolute_error: 2.46134723/4840 [============================>.] - ETA: 0s - loss: 10.5059 - mean_absolute_error: 2.46274770/4840 [============================>.] - ETA: 0s - loss: 10.5067 - mean_absolute_error: 2.46274816/4840 [============================>.] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46274840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4622 - val_loss: 11.4967 - val_mean_absolute_error: 2.5811
Epoch 76/100
   1/4840 [..............................] - ETA: 9s - loss: 9.0234 - mean_absolute_error: 2.3123  46/4840 [..............................] - ETA: 5s - loss: 10.8880 - mean_absolute_error: 2.5177  91/4840 [..............................] - ETA: 5s - loss: 10.5069 - mean_absolute_error: 2.4618 138/4840 [..............................] - ETA: 5s - loss: 10.4121 - mean_absolute_error: 2.4515 183/4840 [>.............................] - ETA: 5s - loss: 10.3280 - mean_absolute_error: 2.4380 230/4840 [>.............................] - ETA: 5s - loss: 10.3496 - mean_absolute_error: 2.4409 276/4840 [>.............................] - ETA: 5s - loss: 10.4022 - mean_absolute_error: 2.4481 322/4840 [>.............................] - ETA: 5s - loss: 10.4436 - mean_absolute_error: 2.4540 368/4840 [=>............................] - ETA: 4s - loss: 10.3727 - mean_absolute_error: 2.4449 414/4840 [=>............................] - ETA: 4s - loss: 10.3696 - mean_absolute_error: 2.4434 459/4840 [=>............................] - ETA: 4s - loss: 10.3972 - mean_absolute_error: 2.4469 503/4840 [==>...........................] - ETA: 4s - loss: 10.3266 - mean_absolute_error: 2.4422 548/4840 [==>...........................] - ETA: 4s - loss: 10.3525 - mean_absolute_error: 2.4462 595/4840 [==>...........................] - ETA: 4s - loss: 10.3771 - mean_absolute_error: 2.4523 641/4840 [==>...........................] - ETA: 4s - loss: 10.3643 - mean_absolute_error: 2.4525 687/4840 [===>..........................] - ETA: 4s - loss: 10.3784 - mean_absolute_error: 2.4538 733/4840 [===>..........................] - ETA: 4s - loss: 10.4172 - mean_absolute_error: 2.4583 778/4840 [===>..........................] - ETA: 4s - loss: 10.4256 - mean_absolute_error: 2.4601 823/4840 [====>.........................] - ETA: 4s - loss: 10.4286 - mean_absolute_error: 2.4591 869/4840 [====>.........................] - ETA: 4s - loss: 10.4123 - mean_absolute_error: 2.4573 914/4840 [====>.........................] - ETA: 4s - loss: 10.4286 - mean_absolute_error: 2.4599 960/4840 [====>.........................] - ETA: 4s - loss: 10.4272 - mean_absolute_error: 2.45801005/4840 [=====>........................] - ETA: 4s - loss: 10.4429 - mean_absolute_error: 2.45941051/4840 [=====>........................] - ETA: 4s - loss: 10.4619 - mean_absolute_error: 2.46081097/4840 [=====>........................] - ETA: 4s - loss: 10.4569 - mean_absolute_error: 2.46121142/4840 [======>.......................] - ETA: 4s - loss: 10.4398 - mean_absolute_error: 2.45871186/4840 [======>.......................] - ETA: 4s - loss: 10.4454 - mean_absolute_error: 2.45951232/4840 [======>.......................] - ETA: 4s - loss: 10.4181 - mean_absolute_error: 2.45571276/4840 [======>.......................] - ETA: 3s - loss: 10.4077 - mean_absolute_error: 2.45451321/4840 [=======>......................] - ETA: 3s - loss: 10.4315 - mean_absolute_error: 2.45681367/4840 [=======>......................] - ETA: 3s - loss: 10.4517 - mean_absolute_error: 2.45951411/4840 [=======>......................] - ETA: 3s - loss: 10.4571 - mean_absolute_error: 2.45861456/4840 [========>.....................] - ETA: 3s - loss: 10.4763 - mean_absolute_error: 2.46031503/4840 [========>.....................] - ETA: 3s - loss: 10.4817 - mean_absolute_error: 2.46091549/4840 [========>.....................] - ETA: 3s - loss: 10.4668 - mean_absolute_error: 2.45771594/4840 [========>.....................] - ETA: 3s - loss: 10.4711 - mean_absolute_error: 2.45871639/4840 [=========>....................] - ETA: 3s - loss: 10.4684 - mean_absolute_error: 2.45851685/4840 [=========>....................] - ETA: 3s - loss: 10.4747 - mean_absolute_error: 2.45911731/4840 [=========>....................] - ETA: 3s - loss: 10.4683 - mean_absolute_error: 2.45831776/4840 [==========>...................] - ETA: 3s - loss: 10.4599 - mean_absolute_error: 2.45711821/4840 [==========>...................] - ETA: 3s - loss: 10.4503 - mean_absolute_error: 2.45561868/4840 [==========>...................] - ETA: 3s - loss: 10.4580 - mean_absolute_error: 2.45631913/4840 [==========>...................] - ETA: 3s - loss: 10.4593 - mean_absolute_error: 2.45591959/4840 [===========>..................] - ETA: 3s - loss: 10.4564 - mean_absolute_error: 2.45522006/4840 [===========>..................] - ETA: 3s - loss: 10.4469 - mean_absolute_error: 2.45352052/4840 [===========>..................] - ETA: 3s - loss: 10.4496 - mean_absolute_error: 2.45362098/4840 [============>.................] - ETA: 3s - loss: 10.4324 - mean_absolute_error: 2.45172145/4840 [============>.................] - ETA: 2s - loss: 10.4202 - mean_absolute_error: 2.45012192/4840 [============>.................] - ETA: 2s - loss: 10.4178 - mean_absolute_error: 2.44982239/4840 [============>.................] - ETA: 2s - loss: 10.4214 - mean_absolute_error: 2.45002285/4840 [=============>................] - ETA: 2s - loss: 10.4161 - mean_absolute_error: 2.44942330/4840 [=============>................] - ETA: 2s - loss: 10.4363 - mean_absolute_error: 2.45182375/4840 [=============>................] - ETA: 2s - loss: 10.4407 - mean_absolute_error: 2.45282421/4840 [==============>...............] - ETA: 2s - loss: 10.4396 - mean_absolute_error: 2.45252467/4840 [==============>...............] - ETA: 2s - loss: 10.4450 - mean_absolute_error: 2.45282509/4840 [==============>...............] - ETA: 2s - loss: 10.4496 - mean_absolute_error: 2.45342557/4840 [==============>...............] - ETA: 2s - loss: 10.4562 - mean_absolute_error: 2.45482603/4840 [===============>..............] - ETA: 2s - loss: 10.4636 - mean_absolute_error: 2.45532649/4840 [===============>..............] - ETA: 2s - loss: 10.4658 - mean_absolute_error: 2.45612695/4840 [===============>..............] - ETA: 2s - loss: 10.4690 - mean_absolute_error: 2.45672740/4840 [===============>..............] - ETA: 2s - loss: 10.4768 - mean_absolute_error: 2.45782784/4840 [================>.............] - ETA: 2s - loss: 10.4835 - mean_absolute_error: 2.45862828/4840 [================>.............] - ETA: 2s - loss: 10.4759 - mean_absolute_error: 2.45812872/4840 [================>.............] - ETA: 2s - loss: 10.4780 - mean_absolute_error: 2.45882918/4840 [=================>............] - ETA: 2s - loss: 10.4719 - mean_absolute_error: 2.45842964/4840 [=================>............] - ETA: 2s - loss: 10.4703 - mean_absolute_error: 2.45833010/4840 [=================>............] - ETA: 2s - loss: 10.4758 - mean_absolute_error: 2.45873055/4840 [=================>............] - ETA: 1s - loss: 10.4705 - mean_absolute_error: 2.45843101/4840 [==================>...........] - ETA: 1s - loss: 10.4772 - mean_absolute_error: 2.45913147/4840 [==================>...........] - ETA: 1s - loss: 10.4757 - mean_absolute_error: 2.45903193/4840 [==================>...........] - ETA: 1s - loss: 10.4685 - mean_absolute_error: 2.45793238/4840 [===================>..........] - ETA: 1s - loss: 10.4705 - mean_absolute_error: 2.45833281/4840 [===================>..........] - ETA: 1s - loss: 10.4668 - mean_absolute_error: 2.45843327/4840 [===================>..........] - ETA: 1s - loss: 10.4591 - mean_absolute_error: 2.45743372/4840 [===================>..........] - ETA: 1s - loss: 10.4630 - mean_absolute_error: 2.45773418/4840 [====================>.........] - ETA: 1s - loss: 10.4590 - mean_absolute_error: 2.45703465/4840 [====================>.........] - ETA: 1s - loss: 10.4561 - mean_absolute_error: 2.45613510/4840 [====================>.........] - ETA: 1s - loss: 10.4563 - mean_absolute_error: 2.45613555/4840 [=====================>........] - ETA: 1s - loss: 10.4648 - mean_absolute_error: 2.45733599/4840 [=====================>........] - ETA: 1s - loss: 10.4707 - mean_absolute_error: 2.45793645/4840 [=====================>........] - ETA: 1s - loss: 10.4764 - mean_absolute_error: 2.45863691/4840 [=====================>........] - ETA: 1s - loss: 10.4899 - mean_absolute_error: 2.46093736/4840 [======================>.......] - ETA: 1s - loss: 10.4871 - mean_absolute_error: 2.46103782/4840 [======================>.......] - ETA: 1s - loss: 10.4869 - mean_absolute_error: 2.46093828/4840 [======================>.......] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46113874/4840 [=======================>......] - ETA: 1s - loss: 10.4941 - mean_absolute_error: 2.46103920/4840 [=======================>......] - ETA: 1s - loss: 10.4901 - mean_absolute_error: 2.46033966/4840 [=======================>......] - ETA: 0s - loss: 10.4870 - mean_absolute_error: 2.46024010/4840 [=======================>......] - ETA: 0s - loss: 10.4862 - mean_absolute_error: 2.45974057/4840 [========================>.....] - ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45884103/4840 [========================>.....] - ETA: 0s - loss: 10.4843 - mean_absolute_error: 2.45914149/4840 [========================>.....] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.45884195/4840 [=========================>....] - ETA: 0s - loss: 10.4907 - mean_absolute_error: 2.46004239/4840 [=========================>....] - ETA: 0s - loss: 10.4940 - mean_absolute_error: 2.46054285/4840 [=========================>....] - ETA: 0s - loss: 10.4907 - mean_absolute_error: 2.45994331/4840 [=========================>....] - ETA: 0s - loss: 10.4888 - mean_absolute_error: 2.45984376/4840 [==========================>...] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.45964422/4840 [==========================>...] - ETA: 0s - loss: 10.4870 - mean_absolute_error: 2.45954468/4840 [==========================>...] - ETA: 0s - loss: 10.4825 - mean_absolute_error: 2.45894514/4840 [==========================>...] - ETA: 0s - loss: 10.4832 - mean_absolute_error: 2.45904560/4840 [===========================>..] - ETA: 0s - loss: 10.4850 - mean_absolute_error: 2.45954607/4840 [===========================>..] - ETA: 0s - loss: 10.4827 - mean_absolute_error: 2.45924648/4840 [===========================>..] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.45884693/4840 [============================>.] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.45964739/4840 [============================>.] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.45994782/4840 [============================>.] - ETA: 0s - loss: 10.4964 - mean_absolute_error: 2.46054828/4840 [============================>.] - ETA: 0s - loss: 10.5038 - mean_absolute_error: 2.46144840/4840 [==============================] - 6s 1ms/step - loss: 10.5034 - mean_absolute_error: 2.4613 - val_loss: 11.4970 - val_mean_absolute_error: 2.5803
Epoch 77/100
   1/4840 [..............................] - ETA: 14s - loss: 9.5123 - mean_absolute_error: 2.4428  46/4840 [..............................] - ETA: 5s - loss: 10.6653 - mean_absolute_error: 2.4767  91/4840 [..............................] - ETA: 5s - loss: 10.5505 - mean_absolute_error: 2.4563 137/4840 [..............................] - ETA: 5s - loss: 10.5319 - mean_absolute_error: 2.4517 182/4840 [>.............................] - ETA: 5s - loss: 10.5112 - mean_absolute_error: 2.4534 229/4840 [>.............................] - ETA: 5s - loss: 10.3526 - mean_absolute_error: 2.4392 274/4840 [>.............................] - ETA: 5s - loss: 10.2335 - mean_absolute_error: 2.4285 321/4840 [>.............................] - ETA: 5s - loss: 10.2771 - mean_absolute_error: 2.4362 365/4840 [=>............................] - ETA: 4s - loss: 10.1935 - mean_absolute_error: 2.4255 410/4840 [=>............................] - ETA: 4s - loss: 10.2013 - mean_absolute_error: 2.4249 456/4840 [=>............................] - ETA: 4s - loss: 10.2915 - mean_absolute_error: 2.4346 502/4840 [==>...........................] - ETA: 4s - loss: 10.3287 - mean_absolute_error: 2.4359 548/4840 [==>...........................] - ETA: 4s - loss: 10.3220 - mean_absolute_error: 2.4366 594/4840 [==>...........................] - ETA: 4s - loss: 10.2642 - mean_absolute_error: 2.4278 640/4840 [==>...........................] - ETA: 4s - loss: 10.2782 - mean_absolute_error: 2.4283 686/4840 [===>..........................] - ETA: 4s - loss: 10.3040 - mean_absolute_error: 2.4333 732/4840 [===>..........................] - ETA: 4s - loss: 10.3470 - mean_absolute_error: 2.4374 779/4840 [===>..........................] - ETA: 4s - loss: 10.3448 - mean_absolute_error: 2.4382 824/4840 [====>.........................] - ETA: 4s - loss: 10.3219 - mean_absolute_error: 2.4343 870/4840 [====>.........................] - ETA: 4s - loss: 10.3184 - mean_absolute_error: 2.4347 916/4840 [====>.........................] - ETA: 4s - loss: 10.3285 - mean_absolute_error: 2.4358 960/4840 [====>.........................] - ETA: 4s - loss: 10.3305 - mean_absolute_error: 2.43721006/4840 [=====>........................] - ETA: 4s - loss: 10.3175 - mean_absolute_error: 2.43511052/4840 [=====>........................] - ETA: 4s - loss: 10.3251 - mean_absolute_error: 2.43661099/4840 [=====>........................] - ETA: 4s - loss: 10.3390 - mean_absolute_error: 2.43781145/4840 [======>.......................] - ETA: 4s - loss: 10.3317 - mean_absolute_error: 2.43741191/4840 [======>.......................] - ETA: 4s - loss: 10.3253 - mean_absolute_error: 2.43681238/4840 [======>.......................] - ETA: 3s - loss: 10.3285 - mean_absolute_error: 2.43681285/4840 [======>.......................] - ETA: 3s - loss: 10.3170 - mean_absolute_error: 2.43521331/4840 [=======>......................] - ETA: 3s - loss: 10.3110 - mean_absolute_error: 2.43371376/4840 [=======>......................] - ETA: 3s - loss: 10.3173 - mean_absolute_error: 2.43371422/4840 [=======>......................] - ETA: 3s - loss: 10.3207 - mean_absolute_error: 2.43451468/4840 [========>.....................] - ETA: 3s - loss: 10.3299 - mean_absolute_error: 2.43631513/4840 [========>.....................] - ETA: 3s - loss: 10.3135 - mean_absolute_error: 2.43411557/4840 [========>.....................] - ETA: 3s - loss: 10.3092 - mean_absolute_error: 2.43331603/4840 [========>.....................] - ETA: 3s - loss: 10.2880 - mean_absolute_error: 2.43081648/4840 [=========>....................] - ETA: 3s - loss: 10.2958 - mean_absolute_error: 2.43181693/4840 [=========>....................] - ETA: 3s - loss: 10.3114 - mean_absolute_error: 2.43431739/4840 [=========>....................] - ETA: 3s - loss: 10.3230 - mean_absolute_error: 2.43601784/4840 [==========>...................] - ETA: 3s - loss: 10.3339 - mean_absolute_error: 2.43681829/4840 [==========>...................] - ETA: 3s - loss: 10.3312 - mean_absolute_error: 2.43671873/4840 [==========>...................] - ETA: 3s - loss: 10.3322 - mean_absolute_error: 2.43751918/4840 [==========>...................] - ETA: 3s - loss: 10.3367 - mean_absolute_error: 2.43771963/4840 [===========>..................] - ETA: 3s - loss: 10.3349 - mean_absolute_error: 2.43762009/4840 [===========>..................] - ETA: 3s - loss: 10.3424 - mean_absolute_error: 2.43922054/4840 [===========>..................] - ETA: 3s - loss: 10.3513 - mean_absolute_error: 2.44012100/4840 [============>.................] - ETA: 3s - loss: 10.3593 - mean_absolute_error: 2.44132145/4840 [============>.................] - ETA: 2s - loss: 10.3671 - mean_absolute_error: 2.44162191/4840 [============>.................] - ETA: 2s - loss: 10.3590 - mean_absolute_error: 2.44072236/4840 [============>.................] - ETA: 2s - loss: 10.3708 - mean_absolute_error: 2.44232282/4840 [=============>................] - ETA: 2s - loss: 10.3583 - mean_absolute_error: 2.44042327/4840 [=============>................] - ETA: 2s - loss: 10.3567 - mean_absolute_error: 2.43922373/4840 [=============>................] - ETA: 2s - loss: 10.3580 - mean_absolute_error: 2.44002417/4840 [=============>................] - ETA: 2s - loss: 10.3615 - mean_absolute_error: 2.44002462/4840 [==============>...............] - ETA: 2s - loss: 10.3796 - mean_absolute_error: 2.44252509/4840 [==============>...............] - ETA: 2s - loss: 10.3849 - mean_absolute_error: 2.44292556/4840 [==============>...............] - ETA: 2s - loss: 10.3950 - mean_absolute_error: 2.44332603/4840 [===============>..............] - ETA: 2s - loss: 10.4064 - mean_absolute_error: 2.44482649/4840 [===============>..............] - ETA: 2s - loss: 10.4114 - mean_absolute_error: 2.44602696/4840 [===============>..............] - ETA: 2s - loss: 10.4000 - mean_absolute_error: 2.44442742/4840 [===============>..............] - ETA: 2s - loss: 10.3948 - mean_absolute_error: 2.44382788/4840 [================>.............] - ETA: 2s - loss: 10.3957 - mean_absolute_error: 2.44432834/4840 [================>.............] - ETA: 2s - loss: 10.4035 - mean_absolute_error: 2.44512880/4840 [================>.............] - ETA: 2s - loss: 10.4082 - mean_absolute_error: 2.44572925/4840 [=================>............] - ETA: 2s - loss: 10.4107 - mean_absolute_error: 2.44622969/4840 [=================>............] - ETA: 2s - loss: 10.4258 - mean_absolute_error: 2.44863015/4840 [=================>............] - ETA: 2s - loss: 10.4192 - mean_absolute_error: 2.44803061/4840 [=================>............] - ETA: 1s - loss: 10.4192 - mean_absolute_error: 2.44793108/4840 [==================>...........] - ETA: 1s - loss: 10.4313 - mean_absolute_error: 2.44973155/4840 [==================>...........] - ETA: 1s - loss: 10.4393 - mean_absolute_error: 2.45073199/4840 [==================>...........] - ETA: 1s - loss: 10.4368 - mean_absolute_error: 2.45033245/4840 [===================>..........] - ETA: 1s - loss: 10.4340 - mean_absolute_error: 2.45023291/4840 [===================>..........] - ETA: 1s - loss: 10.4410 - mean_absolute_error: 2.45153336/4840 [===================>..........] - ETA: 1s - loss: 10.4499 - mean_absolute_error: 2.45283380/4840 [===================>..........] - ETA: 1s - loss: 10.4512 - mean_absolute_error: 2.45323426/4840 [====================>.........] - ETA: 1s - loss: 10.4679 - mean_absolute_error: 2.45553472/4840 [====================>.........] - ETA: 1s - loss: 10.4657 - mean_absolute_error: 2.45523517/4840 [====================>.........] - ETA: 1s - loss: 10.4690 - mean_absolute_error: 2.45593562/4840 [=====================>........] - ETA: 1s - loss: 10.4746 - mean_absolute_error: 2.45703608/4840 [=====================>........] - ETA: 1s - loss: 10.4778 - mean_absolute_error: 2.45693654/4840 [=====================>........] - ETA: 1s - loss: 10.4718 - mean_absolute_error: 2.45633698/4840 [=====================>........] - ETA: 1s - loss: 10.4681 - mean_absolute_error: 2.45613744/4840 [======================>.......] - ETA: 1s - loss: 10.4805 - mean_absolute_error: 2.45773791/4840 [======================>.......] - ETA: 1s - loss: 10.4864 - mean_absolute_error: 2.45813838/4840 [======================>.......] - ETA: 1s - loss: 10.4869 - mean_absolute_error: 2.45833883/4840 [=======================>......] - ETA: 1s - loss: 10.4838 - mean_absolute_error: 2.45813929/4840 [=======================>......] - ETA: 1s - loss: 10.4835 - mean_absolute_error: 2.45793975/4840 [=======================>......] - ETA: 0s - loss: 10.4799 - mean_absolute_error: 2.45784020/4840 [=======================>......] - ETA: 0s - loss: 10.4826 - mean_absolute_error: 2.45814066/4840 [========================>.....] - ETA: 0s - loss: 10.4931 - mean_absolute_error: 2.45964113/4840 [========================>.....] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.45954158/4840 [========================>.....] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.45924204/4840 [=========================>....] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46024249/4840 [=========================>....] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46044293/4840 [=========================>....] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46094339/4840 [=========================>....] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.45994385/4840 [==========================>...] - ETA: 0s - loss: 10.4892 - mean_absolute_error: 2.45934430/4840 [==========================>...] - ETA: 0s - loss: 10.4866 - mean_absolute_error: 2.45884476/4840 [==========================>...] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.45934522/4840 [===========================>..] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.45934566/4840 [===========================>..] - ETA: 0s - loss: 10.4990 - mean_absolute_error: 2.46014610/4840 [===========================>..] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46064655/4840 [===========================>..] - ETA: 0s - loss: 10.5069 - mean_absolute_error: 2.46154701/4840 [============================>.] - ETA: 0s - loss: 10.5035 - mean_absolute_error: 2.46134747/4840 [============================>.] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46094793/4840 [============================>.] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46114839/4840 [============================>.] - ETA: 0s - loss: 10.5039 - mean_absolute_error: 2.46134840/4840 [==============================] - 6s 1ms/step - loss: 10.5032 - mean_absolute_error: 2.4612 - val_loss: 11.5000 - val_mean_absolute_error: 2.5809
Epoch 78/100
   1/4840 [..............................] - ETA: 9s - loss: 14.6538 - mean_absolute_error: 2.9002  47/4840 [..............................] - ETA: 5s - loss: 10.3994 - mean_absolute_error: 2.4344  92/4840 [..............................] - ETA: 5s - loss: 10.2337 - mean_absolute_error: 2.4214 139/4840 [..............................] - ETA: 5s - loss: 10.1336 - mean_absolute_error: 2.4118 185/4840 [>.............................] - ETA: 5s - loss: 10.0370 - mean_absolute_error: 2.4017 231/4840 [>.............................] - ETA: 5s - loss: 10.0275 - mean_absolute_error: 2.4027 277/4840 [>.............................] - ETA: 5s - loss: 10.0702 - mean_absolute_error: 2.4056 323/4840 [=>............................] - ETA: 4s - loss: 10.0867 - mean_absolute_error: 2.4094 369/4840 [=>............................] - ETA: 4s - loss: 10.0702 - mean_absolute_error: 2.4047 415/4840 [=>............................] - ETA: 4s - loss: 10.0507 - mean_absolute_error: 2.4039 460/4840 [=>............................] - ETA: 4s - loss: 10.0104 - mean_absolute_error: 2.3993 505/4840 [==>...........................] - ETA: 4s - loss: 10.0636 - mean_absolute_error: 2.4046 552/4840 [==>...........................] - ETA: 4s - loss: 10.0886 - mean_absolute_error: 2.4080 598/4840 [==>...........................] - ETA: 4s - loss: 10.1021 - mean_absolute_error: 2.4104 644/4840 [==>...........................] - ETA: 4s - loss: 10.1390 - mean_absolute_error: 2.4141 689/4840 [===>..........................] - ETA: 4s - loss: 10.1619 - mean_absolute_error: 2.4169 735/4840 [===>..........................] - ETA: 4s - loss: 10.1685 - mean_absolute_error: 2.4175 780/4840 [===>..........................] - ETA: 4s - loss: 10.2134 - mean_absolute_error: 2.4239 825/4840 [====>.........................] - ETA: 4s - loss: 10.2378 - mean_absolute_error: 2.4282 872/4840 [====>.........................] - ETA: 4s - loss: 10.2393 - mean_absolute_error: 2.4281 916/4840 [====>.........................] - ETA: 4s - loss: 10.2276 - mean_absolute_error: 2.4258 962/4840 [====>.........................] - ETA: 4s - loss: 10.2362 - mean_absolute_error: 2.42671009/4840 [=====>........................] - ETA: 4s - loss: 10.1998 - mean_absolute_error: 2.42061054/4840 [=====>........................] - ETA: 4s - loss: 10.1861 - mean_absolute_error: 2.41881101/4840 [=====>........................] - ETA: 4s - loss: 10.2038 - mean_absolute_error: 2.42101147/4840 [======>.......................] - ETA: 4s - loss: 10.1810 - mean_absolute_error: 2.41731193/4840 [======>.......................] - ETA: 4s - loss: 10.2099 - mean_absolute_error: 2.42231238/4840 [======>.......................] - ETA: 3s - loss: 10.2228 - mean_absolute_error: 2.42431284/4840 [======>.......................] - ETA: 3s - loss: 10.2576 - mean_absolute_error: 2.42891330/4840 [=======>......................] - ETA: 3s - loss: 10.2798 - mean_absolute_error: 2.43251374/4840 [=======>......................] - ETA: 3s - loss: 10.2906 - mean_absolute_error: 2.43391417/4840 [=======>......................] - ETA: 3s - loss: 10.2940 - mean_absolute_error: 2.43451463/4840 [========>.....................] - ETA: 3s - loss: 10.3045 - mean_absolute_error: 2.43621509/4840 [========>.....................] - ETA: 3s - loss: 10.3268 - mean_absolute_error: 2.43881554/4840 [========>.....................] - ETA: 3s - loss: 10.3242 - mean_absolute_error: 2.43871600/4840 [========>.....................] - ETA: 3s - loss: 10.3348 - mean_absolute_error: 2.43961645/4840 [=========>....................] - ETA: 3s - loss: 10.3239 - mean_absolute_error: 2.43881690/4840 [=========>....................] - ETA: 3s - loss: 10.3192 - mean_absolute_error: 2.43801735/4840 [=========>....................] - ETA: 3s - loss: 10.3107 - mean_absolute_error: 2.43731781/4840 [==========>...................] - ETA: 3s - loss: 10.3300 - mean_absolute_error: 2.43901826/4840 [==========>...................] - ETA: 3s - loss: 10.3413 - mean_absolute_error: 2.44111872/4840 [==========>...................] - ETA: 3s - loss: 10.3534 - mean_absolute_error: 2.44271919/4840 [==========>...................] - ETA: 3s - loss: 10.3712 - mean_absolute_error: 2.44481965/4840 [===========>..................] - ETA: 3s - loss: 10.3746 - mean_absolute_error: 2.44512010/4840 [===========>..................] - ETA: 3s - loss: 10.3813 - mean_absolute_error: 2.44582055/4840 [===========>..................] - ETA: 3s - loss: 10.3808 - mean_absolute_error: 2.44582101/4840 [============>.................] - ETA: 3s - loss: 10.3710 - mean_absolute_error: 2.44362146/4840 [============>.................] - ETA: 2s - loss: 10.3812 - mean_absolute_error: 2.44542191/4840 [============>.................] - ETA: 2s - loss: 10.3792 - mean_absolute_error: 2.44552237/4840 [============>.................] - ETA: 2s - loss: 10.3874 - mean_absolute_error: 2.44662283/4840 [=============>................] - ETA: 2s - loss: 10.3886 - mean_absolute_error: 2.44702327/4840 [=============>................] - ETA: 2s - loss: 10.3827 - mean_absolute_error: 2.44612374/4840 [=============>................] - ETA: 2s - loss: 10.3985 - mean_absolute_error: 2.44772421/4840 [==============>...............] - ETA: 2s - loss: 10.4125 - mean_absolute_error: 2.44942466/4840 [==============>...............] - ETA: 2s - loss: 10.4074 - mean_absolute_error: 2.44882512/4840 [==============>...............] - ETA: 2s - loss: 10.4030 - mean_absolute_error: 2.44832559/4840 [==============>...............] - ETA: 2s - loss: 10.4016 - mean_absolute_error: 2.44832606/4840 [===============>..............] - ETA: 2s - loss: 10.4132 - mean_absolute_error: 2.44942652/4840 [===============>..............] - ETA: 2s - loss: 10.4229 - mean_absolute_error: 2.45072698/4840 [===============>..............] - ETA: 2s - loss: 10.4209 - mean_absolute_error: 2.45032744/4840 [================>.............] - ETA: 2s - loss: 10.4170 - mean_absolute_error: 2.44982789/4840 [================>.............] - ETA: 2s - loss: 10.4229 - mean_absolute_error: 2.45092835/4840 [================>.............] - ETA: 2s - loss: 10.4189 - mean_absolute_error: 2.45002882/4840 [================>.............] - ETA: 2s - loss: 10.4174 - mean_absolute_error: 2.44962927/4840 [=================>............] - ETA: 2s - loss: 10.4223 - mean_absolute_error: 2.45082972/4840 [=================>............] - ETA: 2s - loss: 10.4287 - mean_absolute_error: 2.45173017/4840 [=================>............] - ETA: 2s - loss: 10.4252 - mean_absolute_error: 2.45093064/4840 [=================>............] - ETA: 1s - loss: 10.4366 - mean_absolute_error: 2.45233109/4840 [==================>...........] - ETA: 1s - loss: 10.4480 - mean_absolute_error: 2.45423156/4840 [==================>...........] - ETA: 1s - loss: 10.4457 - mean_absolute_error: 2.45413201/4840 [==================>...........] - ETA: 1s - loss: 10.4416 - mean_absolute_error: 2.45403245/4840 [===================>..........] - ETA: 1s - loss: 10.4405 - mean_absolute_error: 2.45403291/4840 [===================>..........] - ETA: 1s - loss: 10.4390 - mean_absolute_error: 2.45373336/4840 [===================>..........] - ETA: 1s - loss: 10.4420 - mean_absolute_error: 2.45363381/4840 [===================>..........] - ETA: 1s - loss: 10.4494 - mean_absolute_error: 2.45483427/4840 [====================>.........] - ETA: 1s - loss: 10.4518 - mean_absolute_error: 2.45483474/4840 [====================>.........] - ETA: 1s - loss: 10.4551 - mean_absolute_error: 2.45523520/4840 [====================>.........] - ETA: 1s - loss: 10.4608 - mean_absolute_error: 2.45573565/4840 [=====================>........] - ETA: 1s - loss: 10.4647 - mean_absolute_error: 2.45613611/4840 [=====================>........] - ETA: 1s - loss: 10.4631 - mean_absolute_error: 2.45573657/4840 [=====================>........] - ETA: 1s - loss: 10.4655 - mean_absolute_error: 2.45623702/4840 [=====================>........] - ETA: 1s - loss: 10.4652 - mean_absolute_error: 2.45603748/4840 [======================>.......] - ETA: 1s - loss: 10.4678 - mean_absolute_error: 2.45623794/4840 [======================>.......] - ETA: 1s - loss: 10.4802 - mean_absolute_error: 2.45793840/4840 [======================>.......] - ETA: 1s - loss: 10.4785 - mean_absolute_error: 2.45783883/4840 [=======================>......] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45793928/4840 [=======================>......] - ETA: 1s - loss: 10.4745 - mean_absolute_error: 2.45743974/4840 [=======================>......] - ETA: 0s - loss: 10.4730 - mean_absolute_error: 2.45674021/4840 [=======================>......] - ETA: 0s - loss: 10.4790 - mean_absolute_error: 2.45784066/4840 [========================>.....] - ETA: 0s - loss: 10.4837 - mean_absolute_error: 2.45864111/4840 [========================>.....] - ETA: 0s - loss: 10.4856 - mean_absolute_error: 2.45884157/4840 [========================>.....] - ETA: 0s - loss: 10.4890 - mean_absolute_error: 2.45894201/4840 [=========================>....] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.45944248/4840 [=========================>....] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.45954295/4840 [=========================>....] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.45894343/4840 [=========================>....] - ETA: 0s - loss: 10.4871 - mean_absolute_error: 2.45894389/4840 [==========================>...] - ETA: 0s - loss: 10.4904 - mean_absolute_error: 2.45964435/4840 [==========================>...] - ETA: 0s - loss: 10.4878 - mean_absolute_error: 2.45894479/4840 [==========================>...] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.45924525/4840 [===========================>..] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.45884570/4840 [===========================>..] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.45904616/4840 [===========================>..] - ETA: 0s - loss: 10.4914 - mean_absolute_error: 2.45974662/4840 [===========================>..] - ETA: 0s - loss: 10.4964 - mean_absolute_error: 2.46004709/4840 [============================>.] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46014755/4840 [============================>.] - ETA: 0s - loss: 10.5044 - mean_absolute_error: 2.46074800/4840 [============================>.] - ETA: 0s - loss: 10.5052 - mean_absolute_error: 2.46094840/4840 [==============================] - 6s 1ms/step - loss: 10.5037 - mean_absolute_error: 2.4603 - val_loss: 11.4994 - val_mean_absolute_error: 2.5815
Epoch 79/100
   1/4840 [..............................] - ETA: 9s - loss: 10.6791 - mean_absolute_error: 2.4641  46/4840 [..............................] - ETA: 5s - loss: 9.9522 - mean_absolute_error: 2.3868   92/4840 [..............................] - ETA: 5s - loss: 10.2457 - mean_absolute_error: 2.4152 139/4840 [..............................] - ETA: 5s - loss: 10.3739 - mean_absolute_error: 2.4359 184/4840 [>.............................] - ETA: 5s - loss: 10.3308 - mean_absolute_error: 2.4215 231/4840 [>.............................] - ETA: 5s - loss: 10.3554 - mean_absolute_error: 2.4331 276/4840 [>.............................] - ETA: 5s - loss: 10.3532 - mean_absolute_error: 2.4325 321/4840 [>.............................] - ETA: 4s - loss: 10.4152 - mean_absolute_error: 2.4430 367/4840 [=>............................] - ETA: 4s - loss: 10.5012 - mean_absolute_error: 2.4538 411/4840 [=>............................] - ETA: 4s - loss: 10.4446 - mean_absolute_error: 2.4481 458/4840 [=>............................] - ETA: 4s - loss: 10.5013 - mean_absolute_error: 2.4550 503/4840 [==>...........................] - ETA: 4s - loss: 10.4605 - mean_absolute_error: 2.4497 549/4840 [==>...........................] - ETA: 4s - loss: 10.4866 - mean_absolute_error: 2.4517 595/4840 [==>...........................] - ETA: 4s - loss: 10.4540 - mean_absolute_error: 2.4482 642/4840 [==>...........................] - ETA: 4s - loss: 10.4648 - mean_absolute_error: 2.4523 689/4840 [===>..........................] - ETA: 4s - loss: 10.4285 - mean_absolute_error: 2.4479 735/4840 [===>..........................] - ETA: 4s - loss: 10.4037 - mean_absolute_error: 2.4451 782/4840 [===>..........................] - ETA: 4s - loss: 10.4147 - mean_absolute_error: 2.4475 827/4840 [====>.........................] - ETA: 4s - loss: 10.3950 - mean_absolute_error: 2.4474 875/4840 [====>.........................] - ETA: 4s - loss: 10.3930 - mean_absolute_error: 2.4480 920/4840 [====>.........................] - ETA: 4s - loss: 10.4263 - mean_absolute_error: 2.4509 965/4840 [====>.........................] - ETA: 4s - loss: 10.4134 - mean_absolute_error: 2.44931012/4840 [=====>........................] - ETA: 4s - loss: 10.4225 - mean_absolute_error: 2.45041057/4840 [=====>........................] - ETA: 4s - loss: 10.4102 - mean_absolute_error: 2.44921104/4840 [=====>........................] - ETA: 4s - loss: 10.4068 - mean_absolute_error: 2.44991151/4840 [======>.......................] - ETA: 4s - loss: 10.3843 - mean_absolute_error: 2.44601197/4840 [======>.......................] - ETA: 4s - loss: 10.3945 - mean_absolute_error: 2.44661242/4840 [======>.......................] - ETA: 3s - loss: 10.3681 - mean_absolute_error: 2.44231289/4840 [======>.......................] - ETA: 3s - loss: 10.3723 - mean_absolute_error: 2.44431334/4840 [=======>......................] - ETA: 3s - loss: 10.3675 - mean_absolute_error: 2.44391380/4840 [=======>......................] - ETA: 3s - loss: 10.3688 - mean_absolute_error: 2.44341426/4840 [=======>......................] - ETA: 3s - loss: 10.3544 - mean_absolute_error: 2.44081471/4840 [========>.....................] - ETA: 3s - loss: 10.3825 - mean_absolute_error: 2.44311517/4840 [========>.....................] - ETA: 3s - loss: 10.4021 - mean_absolute_error: 2.44671564/4840 [========>.....................] - ETA: 3s - loss: 10.3988 - mean_absolute_error: 2.44711609/4840 [========>.....................] - ETA: 3s - loss: 10.4011 - mean_absolute_error: 2.44771655/4840 [=========>....................] - ETA: 3s - loss: 10.4096 - mean_absolute_error: 2.44951702/4840 [=========>....................] - ETA: 3s - loss: 10.4238 - mean_absolute_error: 2.45201748/4840 [=========>....................] - ETA: 3s - loss: 10.4361 - mean_absolute_error: 2.45351794/4840 [==========>...................] - ETA: 3s - loss: 10.4411 - mean_absolute_error: 2.45401839/4840 [==========>...................] - ETA: 3s - loss: 10.4232 - mean_absolute_error: 2.45111883/4840 [==========>...................] - ETA: 3s - loss: 10.4184 - mean_absolute_error: 2.45071929/4840 [==========>...................] - ETA: 3s - loss: 10.4203 - mean_absolute_error: 2.45111976/4840 [===========>..................] - ETA: 3s - loss: 10.4123 - mean_absolute_error: 2.45002023/4840 [===========>..................] - ETA: 3s - loss: 10.4172 - mean_absolute_error: 2.45022069/4840 [===========>..................] - ETA: 3s - loss: 10.4229 - mean_absolute_error: 2.45162115/4840 [============>.................] - ETA: 3s - loss: 10.4292 - mean_absolute_error: 2.45262161/4840 [============>.................] - ETA: 2s - loss: 10.4267 - mean_absolute_error: 2.45262206/4840 [============>.................] - ETA: 2s - loss: 10.4191 - mean_absolute_error: 2.45162252/4840 [============>.................] - ETA: 2s - loss: 10.4150 - mean_absolute_error: 2.45162298/4840 [=============>................] - ETA: 2s - loss: 10.4279 - mean_absolute_error: 2.45352344/4840 [=============>................] - ETA: 2s - loss: 10.4284 - mean_absolute_error: 2.45352389/4840 [=============>................] - ETA: 2s - loss: 10.4281 - mean_absolute_error: 2.45282435/4840 [==============>...............] - ETA: 2s - loss: 10.4141 - mean_absolute_error: 2.45042481/4840 [==============>...............] - ETA: 2s - loss: 10.4193 - mean_absolute_error: 2.45072526/4840 [==============>...............] - ETA: 2s - loss: 10.4212 - mean_absolute_error: 2.45182572/4840 [==============>...............] - ETA: 2s - loss: 10.4315 - mean_absolute_error: 2.45292618/4840 [===============>..............] - ETA: 2s - loss: 10.4348 - mean_absolute_error: 2.45332664/4840 [===============>..............] - ETA: 2s - loss: 10.4405 - mean_absolute_error: 2.45412710/4840 [===============>..............] - ETA: 2s - loss: 10.4367 - mean_absolute_error: 2.45402755/4840 [================>.............] - ETA: 2s - loss: 10.4487 - mean_absolute_error: 2.45602799/4840 [================>.............] - ETA: 2s - loss: 10.4543 - mean_absolute_error: 2.45682845/4840 [================>.............] - ETA: 2s - loss: 10.4443 - mean_absolute_error: 2.45562891/4840 [================>.............] - ETA: 2s - loss: 10.4432 - mean_absolute_error: 2.45552937/4840 [=================>............] - ETA: 2s - loss: 10.4528 - mean_absolute_error: 2.45702983/4840 [=================>............] - ETA: 2s - loss: 10.4384 - mean_absolute_error: 2.45493029/4840 [=================>............] - ETA: 1s - loss: 10.4324 - mean_absolute_error: 2.45423074/4840 [==================>...........] - ETA: 1s - loss: 10.4413 - mean_absolute_error: 2.45553120/4840 [==================>...........] - ETA: 1s - loss: 10.4394 - mean_absolute_error: 2.45513164/4840 [==================>...........] - ETA: 1s - loss: 10.4446 - mean_absolute_error: 2.45573211/4840 [==================>...........] - ETA: 1s - loss: 10.4483 - mean_absolute_error: 2.45583257/4840 [===================>..........] - ETA: 1s - loss: 10.4436 - mean_absolute_error: 2.45493303/4840 [===================>..........] - ETA: 1s - loss: 10.4512 - mean_absolute_error: 2.45593349/4840 [===================>..........] - ETA: 1s - loss: 10.4499 - mean_absolute_error: 2.45533395/4840 [====================>.........] - ETA: 1s - loss: 10.4544 - mean_absolute_error: 2.45583442/4840 [====================>.........] - ETA: 1s - loss: 10.4602 - mean_absolute_error: 2.45623488/4840 [====================>.........] - ETA: 1s - loss: 10.4644 - mean_absolute_error: 2.45703535/4840 [====================>.........] - ETA: 1s - loss: 10.4609 - mean_absolute_error: 2.45643581/4840 [=====================>........] - ETA: 1s - loss: 10.4613 - mean_absolute_error: 2.45643629/4840 [=====================>........] - ETA: 1s - loss: 10.4668 - mean_absolute_error: 2.45723675/4840 [=====================>........] - ETA: 1s - loss: 10.4676 - mean_absolute_error: 2.45703719/4840 [======================>.......] - ETA: 1s - loss: 10.4671 - mean_absolute_error: 2.45703767/4840 [======================>.......] - ETA: 1s - loss: 10.4658 - mean_absolute_error: 2.45643811/4840 [======================>.......] - ETA: 1s - loss: 10.4717 - mean_absolute_error: 2.45733856/4840 [======================>.......] - ETA: 1s - loss: 10.4728 - mean_absolute_error: 2.45763901/4840 [=======================>......] - ETA: 1s - loss: 10.4779 - mean_absolute_error: 2.45823947/4840 [=======================>......] - ETA: 0s - loss: 10.4732 - mean_absolute_error: 2.45783992/4840 [=======================>......] - ETA: 0s - loss: 10.4772 - mean_absolute_error: 2.45784037/4840 [========================>.....] - ETA: 0s - loss: 10.4779 - mean_absolute_error: 2.45804083/4840 [========================>.....] - ETA: 0s - loss: 10.4792 - mean_absolute_error: 2.45854128/4840 [========================>.....] - ETA: 0s - loss: 10.4867 - mean_absolute_error: 2.45964175/4840 [========================>.....] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.46044220/4840 [=========================>....] - ETA: 0s - loss: 10.4936 - mean_absolute_error: 2.46074268/4840 [=========================>....] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.46044314/4840 [=========================>....] - ETA: 0s - loss: 10.4909 - mean_absolute_error: 2.46034361/4840 [==========================>...] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.46004408/4840 [==========================>...] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.46034453/4840 [==========================>...] - ETA: 0s - loss: 10.4974 - mean_absolute_error: 2.46084499/4840 [==========================>...] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46124544/4840 [===========================>..] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46134590/4840 [===========================>..] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46134634/4840 [===========================>..] - ETA: 0s - loss: 10.5004 - mean_absolute_error: 2.46084681/4840 [============================>.] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46134727/4840 [============================>.] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46134772/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46174818/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5027 - mean_absolute_error: 2.4616 - val_loss: 11.4980 - val_mean_absolute_error: 2.5812
Epoch 80/100
   1/4840 [..............................] - ETA: 9s - loss: 9.8831 - mean_absolute_error: 2.3425  48/4840 [..............................] - ETA: 5s - loss: 10.2438 - mean_absolute_error: 2.4093  94/4840 [..............................] - ETA: 5s - loss: 10.0818 - mean_absolute_error: 2.3872 141/4840 [..............................] - ETA: 5s - loss: 10.1241 - mean_absolute_error: 2.4010 186/4840 [>.............................] - ETA: 5s - loss: 10.2785 - mean_absolute_error: 2.4284 232/4840 [>.............................] - ETA: 5s - loss: 10.4170 - mean_absolute_error: 2.4544 278/4840 [>.............................] - ETA: 4s - loss: 10.4572 - mean_absolute_error: 2.4614 325/4840 [=>............................] - ETA: 4s - loss: 10.5647 - mean_absolute_error: 2.4728 370/4840 [=>............................] - ETA: 4s - loss: 10.5276 - mean_absolute_error: 2.4653 414/4840 [=>............................] - ETA: 4s - loss: 10.5478 - mean_absolute_error: 2.4677 461/4840 [=>............................] - ETA: 4s - loss: 10.5308 - mean_absolute_error: 2.4653 506/4840 [==>...........................] - ETA: 4s - loss: 10.4601 - mean_absolute_error: 2.4547 552/4840 [==>...........................] - ETA: 4s - loss: 10.4382 - mean_absolute_error: 2.4534 598/4840 [==>...........................] - ETA: 4s - loss: 10.4823 - mean_absolute_error: 2.4599 641/4840 [==>...........................] - ETA: 4s - loss: 10.4922 - mean_absolute_error: 2.4602 688/4840 [===>..........................] - ETA: 4s - loss: 10.4888 - mean_absolute_error: 2.4603 733/4840 [===>..........................] - ETA: 4s - loss: 10.4129 - mean_absolute_error: 2.4512 777/4840 [===>..........................] - ETA: 4s - loss: 10.4172 - mean_absolute_error: 2.4514 822/4840 [====>.........................] - ETA: 4s - loss: 10.4021 - mean_absolute_error: 2.4490 867/4840 [====>.........................] - ETA: 4s - loss: 10.4283 - mean_absolute_error: 2.4524 914/4840 [====>.........................] - ETA: 4s - loss: 10.3991 - mean_absolute_error: 2.4475 960/4840 [====>.........................] - ETA: 4s - loss: 10.3970 - mean_absolute_error: 2.44711006/4840 [=====>........................] - ETA: 4s - loss: 10.3525 - mean_absolute_error: 2.44031053/4840 [=====>........................] - ETA: 4s - loss: 10.3571 - mean_absolute_error: 2.44181099/4840 [=====>........................] - ETA: 4s - loss: 10.3645 - mean_absolute_error: 2.44201145/4840 [======>.......................] - ETA: 4s - loss: 10.3839 - mean_absolute_error: 2.44401190/4840 [======>.......................] - ETA: 4s - loss: 10.3887 - mean_absolute_error: 2.44471236/4840 [======>.......................] - ETA: 3s - loss: 10.3877 - mean_absolute_error: 2.44401281/4840 [======>.......................] - ETA: 3s - loss: 10.3856 - mean_absolute_error: 2.44501328/4840 [=======>......................] - ETA: 3s - loss: 10.4171 - mean_absolute_error: 2.44701374/4840 [=======>......................] - ETA: 3s - loss: 10.4313 - mean_absolute_error: 2.44851418/4840 [=======>......................] - ETA: 3s - loss: 10.4233 - mean_absolute_error: 2.44751463/4840 [========>.....................] - ETA: 3s - loss: 10.4357 - mean_absolute_error: 2.44971508/4840 [========>.....................] - ETA: 3s - loss: 10.4316 - mean_absolute_error: 2.44851553/4840 [========>.....................] - ETA: 3s - loss: 10.4182 - mean_absolute_error: 2.44661598/4840 [========>.....................] - ETA: 3s - loss: 10.4151 - mean_absolute_error: 2.44581644/4840 [=========>....................] - ETA: 3s - loss: 10.4317 - mean_absolute_error: 2.44841690/4840 [=========>....................] - ETA: 3s - loss: 10.4462 - mean_absolute_error: 2.45021734/4840 [=========>....................] - ETA: 3s - loss: 10.4254 - mean_absolute_error: 2.44781779/4840 [==========>...................] - ETA: 3s - loss: 10.4199 - mean_absolute_error: 2.44761823/4840 [==========>...................] - ETA: 3s - loss: 10.4319 - mean_absolute_error: 2.44991868/4840 [==========>...................] - ETA: 3s - loss: 10.4191 - mean_absolute_error: 2.44761913/4840 [==========>...................] - ETA: 3s - loss: 10.4255 - mean_absolute_error: 2.44871958/4840 [===========>..................] - ETA: 3s - loss: 10.4226 - mean_absolute_error: 2.44852002/4840 [===========>..................] - ETA: 3s - loss: 10.4174 - mean_absolute_error: 2.44752050/4840 [===========>..................] - ETA: 3s - loss: 10.4232 - mean_absolute_error: 2.44842094/4840 [===========>..................] - ETA: 3s - loss: 10.4161 - mean_absolute_error: 2.44742139/4840 [============>.................] - ETA: 2s - loss: 10.4206 - mean_absolute_error: 2.44802184/4840 [============>.................] - ETA: 2s - loss: 10.4082 - mean_absolute_error: 2.44672229/4840 [============>.................] - ETA: 2s - loss: 10.4296 - mean_absolute_error: 2.45022274/4840 [=============>................] - ETA: 2s - loss: 10.4238 - mean_absolute_error: 2.44962318/4840 [=============>................] - ETA: 2s - loss: 10.4244 - mean_absolute_error: 2.44962364/4840 [=============>................] - ETA: 2s - loss: 10.4303 - mean_absolute_error: 2.45062409/4840 [=============>................] - ETA: 2s - loss: 10.4266 - mean_absolute_error: 2.45022453/4840 [==============>...............] - ETA: 2s - loss: 10.4444 - mean_absolute_error: 2.45252500/4840 [==============>...............] - ETA: 2s - loss: 10.4463 - mean_absolute_error: 2.45292545/4840 [==============>...............] - ETA: 2s - loss: 10.4431 - mean_absolute_error: 2.45242590/4840 [===============>..............] - ETA: 2s - loss: 10.4415 - mean_absolute_error: 2.45232635/4840 [===============>..............] - ETA: 2s - loss: 10.4564 - mean_absolute_error: 2.45442682/4840 [===============>..............] - ETA: 2s - loss: 10.4565 - mean_absolute_error: 2.45462728/4840 [===============>..............] - ETA: 2s - loss: 10.4708 - mean_absolute_error: 2.45622773/4840 [================>.............] - ETA: 2s - loss: 10.4584 - mean_absolute_error: 2.45422819/4840 [================>.............] - ETA: 2s - loss: 10.4520 - mean_absolute_error: 2.45362866/4840 [================>.............] - ETA: 2s - loss: 10.4488 - mean_absolute_error: 2.45362911/4840 [=================>............] - ETA: 2s - loss: 10.4560 - mean_absolute_error: 2.45512957/4840 [=================>............] - ETA: 2s - loss: 10.4522 - mean_absolute_error: 2.45443003/4840 [=================>............] - ETA: 2s - loss: 10.4500 - mean_absolute_error: 2.45393049/4840 [=================>............] - ETA: 1s - loss: 10.4497 - mean_absolute_error: 2.45353095/4840 [==================>...........] - ETA: 1s - loss: 10.4462 - mean_absolute_error: 2.45293141/4840 [==================>...........] - ETA: 1s - loss: 10.4463 - mean_absolute_error: 2.45323186/4840 [==================>...........] - ETA: 1s - loss: 10.4456 - mean_absolute_error: 2.45313230/4840 [===================>..........] - ETA: 1s - loss: 10.4435 - mean_absolute_error: 2.45283275/4840 [===================>..........] - ETA: 1s - loss: 10.4420 - mean_absolute_error: 2.45283322/4840 [===================>..........] - ETA: 1s - loss: 10.4536 - mean_absolute_error: 2.45443368/4840 [===================>..........] - ETA: 1s - loss: 10.4552 - mean_absolute_error: 2.45463414/4840 [====================>.........] - ETA: 1s - loss: 10.4612 - mean_absolute_error: 2.45583461/4840 [====================>.........] - ETA: 1s - loss: 10.4563 - mean_absolute_error: 2.45463505/4840 [====================>.........] - ETA: 1s - loss: 10.4584 - mean_absolute_error: 2.45473551/4840 [=====================>........] - ETA: 1s - loss: 10.4604 - mean_absolute_error: 2.45483595/4840 [=====================>........] - ETA: 1s - loss: 10.4546 - mean_absolute_error: 2.45433642/4840 [=====================>........] - ETA: 1s - loss: 10.4530 - mean_absolute_error: 2.45373687/4840 [=====================>........] - ETA: 1s - loss: 10.4635 - mean_absolute_error: 2.45513733/4840 [======================>.......] - ETA: 1s - loss: 10.4718 - mean_absolute_error: 2.45593780/4840 [======================>.......] - ETA: 1s - loss: 10.4749 - mean_absolute_error: 2.45663827/4840 [======================>.......] - ETA: 1s - loss: 10.4805 - mean_absolute_error: 2.45753873/4840 [=======================>......] - ETA: 1s - loss: 10.4896 - mean_absolute_error: 2.45863920/4840 [=======================>......] - ETA: 1s - loss: 10.4975 - mean_absolute_error: 2.45993966/4840 [=======================>......] - ETA: 0s - loss: 10.4987 - mean_absolute_error: 2.46034012/4840 [=======================>......] - ETA: 0s - loss: 10.5009 - mean_absolute_error: 2.46074057/4840 [========================>.....] - ETA: 0s - loss: 10.5043 - mean_absolute_error: 2.46144103/4840 [========================>.....] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46134147/4840 [========================>.....] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46044192/4840 [========================>.....] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46034235/4840 [=========================>....] - ETA: 0s - loss: 10.4869 - mean_absolute_error: 2.45904281/4840 [=========================>....] - ETA: 0s - loss: 10.4834 - mean_absolute_error: 2.45864328/4840 [=========================>....] - ETA: 0s - loss: 10.4853 - mean_absolute_error: 2.45884373/4840 [==========================>...] - ETA: 0s - loss: 10.4869 - mean_absolute_error: 2.45914419/4840 [==========================>...] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45914463/4840 [==========================>...] - ETA: 0s - loss: 10.4865 - mean_absolute_error: 2.45854507/4840 [==========================>...] - ETA: 0s - loss: 10.4884 - mean_absolute_error: 2.45904554/4840 [===========================>..] - ETA: 0s - loss: 10.4881 - mean_absolute_error: 2.45914600/4840 [===========================>..] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.45984647/4840 [===========================>..] - ETA: 0s - loss: 10.4940 - mean_absolute_error: 2.45994692/4840 [============================>.] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.45964738/4840 [============================>.] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46054784/4840 [============================>.] - ETA: 0s - loss: 10.4949 - mean_absolute_error: 2.46034829/4840 [============================>.] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5033 - mean_absolute_error: 2.4613 - val_loss: 11.5024 - val_mean_absolute_error: 2.5815
Epoch 81/100
   1/4840 [..............................] - ETA: 9s - loss: 10.2509 - mean_absolute_error: 2.6180  47/4840 [..............................] - ETA: 5s - loss: 11.1761 - mean_absolute_error: 2.5444  93/4840 [..............................] - ETA: 5s - loss: 10.8704 - mean_absolute_error: 2.5118 140/4840 [..............................] - ETA: 5s - loss: 10.6851 - mean_absolute_error: 2.4760 186/4840 [>.............................] - ETA: 5s - loss: 10.5652 - mean_absolute_error: 2.4586 230/4840 [>.............................] - ETA: 5s - loss: 10.4587 - mean_absolute_error: 2.4510 276/4840 [>.............................] - ETA: 5s - loss: 10.4091 - mean_absolute_error: 2.4504 320/4840 [>.............................] - ETA: 5s - loss: 10.5032 - mean_absolute_error: 2.4640 365/4840 [=>............................] - ETA: 4s - loss: 10.4824 - mean_absolute_error: 2.4637 411/4840 [=>............................] - ETA: 4s - loss: 10.4577 - mean_absolute_error: 2.4619 456/4840 [=>............................] - ETA: 4s - loss: 10.4516 - mean_absolute_error: 2.4625 502/4840 [==>...........................] - ETA: 4s - loss: 10.4374 - mean_absolute_error: 2.4573 548/4840 [==>...........................] - ETA: 4s - loss: 10.4172 - mean_absolute_error: 2.4564 594/4840 [==>...........................] - ETA: 4s - loss: 10.4533 - mean_absolute_error: 2.4584 640/4840 [==>...........................] - ETA: 4s - loss: 10.5117 - mean_absolute_error: 2.4667 687/4840 [===>..........................] - ETA: 4s - loss: 10.4736 - mean_absolute_error: 2.4615 732/4840 [===>..........................] - ETA: 4s - loss: 10.5083 - mean_absolute_error: 2.4662 777/4840 [===>..........................] - ETA: 4s - loss: 10.5392 - mean_absolute_error: 2.4700 823/4840 [====>.........................] - ETA: 4s - loss: 10.5477 - mean_absolute_error: 2.4697 869/4840 [====>.........................] - ETA: 4s - loss: 10.5408 - mean_absolute_error: 2.4691 913/4840 [====>.........................] - ETA: 4s - loss: 10.5311 - mean_absolute_error: 2.4673 958/4840 [====>.........................] - ETA: 4s - loss: 10.5073 - mean_absolute_error: 2.46501004/4840 [=====>........................] - ETA: 4s - loss: 10.5059 - mean_absolute_error: 2.46421049/4840 [=====>........................] - ETA: 4s - loss: 10.4816 - mean_absolute_error: 2.46131095/4840 [=====>........................] - ETA: 4s - loss: 10.4907 - mean_absolute_error: 2.46251141/4840 [======>.......................] - ETA: 4s - loss: 10.4950 - mean_absolute_error: 2.46211188/4840 [======>.......................] - ETA: 4s - loss: 10.4842 - mean_absolute_error: 2.46081233/4840 [======>.......................] - ETA: 4s - loss: 10.5003 - mean_absolute_error: 2.46351279/4840 [======>.......................] - ETA: 3s - loss: 10.4901 - mean_absolute_error: 2.46311325/4840 [=======>......................] - ETA: 3s - loss: 10.4845 - mean_absolute_error: 2.46191371/4840 [=======>......................] - ETA: 3s - loss: 10.4818 - mean_absolute_error: 2.46281418/4840 [=======>......................] - ETA: 3s - loss: 10.4739 - mean_absolute_error: 2.46211465/4840 [========>.....................] - ETA: 3s - loss: 10.4872 - mean_absolute_error: 2.46401512/4840 [========>.....................] - ETA: 3s - loss: 10.4952 - mean_absolute_error: 2.46531558/4840 [========>.....................] - ETA: 3s - loss: 10.4876 - mean_absolute_error: 2.46471604/4840 [========>.....................] - ETA: 3s - loss: 10.4714 - mean_absolute_error: 2.46331650/4840 [=========>....................] - ETA: 3s - loss: 10.4724 - mean_absolute_error: 2.46281697/4840 [=========>....................] - ETA: 3s - loss: 10.4875 - mean_absolute_error: 2.46471744/4840 [=========>....................] - ETA: 3s - loss: 10.5024 - mean_absolute_error: 2.46621790/4840 [==========>...................] - ETA: 3s - loss: 10.5177 - mean_absolute_error: 2.46791835/4840 [==========>...................] - ETA: 3s - loss: 10.5167 - mean_absolute_error: 2.46661881/4840 [==========>...................] - ETA: 3s - loss: 10.5232 - mean_absolute_error: 2.46701928/4840 [==========>...................] - ETA: 3s - loss: 10.5335 - mean_absolute_error: 2.46831974/4840 [===========>..................] - ETA: 3s - loss: 10.5320 - mean_absolute_error: 2.46802020/4840 [===========>..................] - ETA: 3s - loss: 10.5092 - mean_absolute_error: 2.46542067/4840 [===========>..................] - ETA: 3s - loss: 10.5042 - mean_absolute_error: 2.46452114/4840 [============>.................] - ETA: 3s - loss: 10.4828 - mean_absolute_error: 2.46172159/4840 [============>.................] - ETA: 2s - loss: 10.4712 - mean_absolute_error: 2.46042205/4840 [============>.................] - ETA: 2s - loss: 10.4625 - mean_absolute_error: 2.45912250/4840 [============>.................] - ETA: 2s - loss: 10.4678 - mean_absolute_error: 2.46032296/4840 [=============>................] - ETA: 2s - loss: 10.4740 - mean_absolute_error: 2.46032342/4840 [=============>................] - ETA: 2s - loss: 10.4724 - mean_absolute_error: 2.46012388/4840 [=============>................] - ETA: 2s - loss: 10.4772 - mean_absolute_error: 2.46072434/4840 [==============>...............] - ETA: 2s - loss: 10.4770 - mean_absolute_error: 2.46072479/4840 [==============>...............] - ETA: 2s - loss: 10.4631 - mean_absolute_error: 2.45912525/4840 [==============>...............] - ETA: 2s - loss: 10.4677 - mean_absolute_error: 2.45872570/4840 [==============>...............] - ETA: 2s - loss: 10.4703 - mean_absolute_error: 2.45872616/4840 [===============>..............] - ETA: 2s - loss: 10.4634 - mean_absolute_error: 2.45742662/4840 [===============>..............] - ETA: 2s - loss: 10.4687 - mean_absolute_error: 2.45812709/4840 [===============>..............] - ETA: 2s - loss: 10.4827 - mean_absolute_error: 2.45942753/4840 [================>.............] - ETA: 2s - loss: 10.4855 - mean_absolute_error: 2.46012797/4840 [================>.............] - ETA: 2s - loss: 10.4855 - mean_absolute_error: 2.46022843/4840 [================>.............] - ETA: 2s - loss: 10.4977 - mean_absolute_error: 2.46162889/4840 [================>.............] - ETA: 2s - loss: 10.4958 - mean_absolute_error: 2.46162935/4840 [=================>............] - ETA: 2s - loss: 10.4928 - mean_absolute_error: 2.46102981/4840 [=================>............] - ETA: 2s - loss: 10.5001 - mean_absolute_error: 2.46183028/4840 [=================>............] - ETA: 1s - loss: 10.5035 - mean_absolute_error: 2.46263073/4840 [==================>...........] - ETA: 1s - loss: 10.5053 - mean_absolute_error: 2.46303116/4840 [==================>...........] - ETA: 1s - loss: 10.5039 - mean_absolute_error: 2.46263163/4840 [==================>...........] - ETA: 1s - loss: 10.4975 - mean_absolute_error: 2.46133208/4840 [==================>...........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46103252/4840 [===================>..........] - ETA: 1s - loss: 10.5099 - mean_absolute_error: 2.46283297/4840 [===================>..........] - ETA: 1s - loss: 10.5084 - mean_absolute_error: 2.46293343/4840 [===================>..........] - ETA: 1s - loss: 10.5110 - mean_absolute_error: 2.46323389/4840 [====================>.........] - ETA: 1s - loss: 10.5103 - mean_absolute_error: 2.46293435/4840 [====================>.........] - ETA: 1s - loss: 10.5067 - mean_absolute_error: 2.46283481/4840 [====================>.........] - ETA: 1s - loss: 10.5157 - mean_absolute_error: 2.46363528/4840 [====================>.........] - ETA: 1s - loss: 10.5172 - mean_absolute_error: 2.46383574/4840 [=====================>........] - ETA: 1s - loss: 10.5130 - mean_absolute_error: 2.46343620/4840 [=====================>........] - ETA: 1s - loss: 10.5125 - mean_absolute_error: 2.46333665/4840 [=====================>........] - ETA: 1s - loss: 10.5183 - mean_absolute_error: 2.46413710/4840 [=====================>........] - ETA: 1s - loss: 10.5236 - mean_absolute_error: 2.46473756/4840 [======================>.......] - ETA: 1s - loss: 10.5164 - mean_absolute_error: 2.46373802/4840 [======================>.......] - ETA: 1s - loss: 10.5222 - mean_absolute_error: 2.46433849/4840 [======================>.......] - ETA: 1s - loss: 10.5267 - mean_absolute_error: 2.46493895/4840 [=======================>......] - ETA: 1s - loss: 10.5289 - mean_absolute_error: 2.46553942/4840 [=======================>......] - ETA: 0s - loss: 10.5213 - mean_absolute_error: 2.46483987/4840 [=======================>......] - ETA: 0s - loss: 10.5208 - mean_absolute_error: 2.46474032/4840 [=======================>......] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46404078/4840 [========================>.....] - ETA: 0s - loss: 10.5103 - mean_absolute_error: 2.46354124/4840 [========================>.....] - ETA: 0s - loss: 10.5115 - mean_absolute_error: 2.46344171/4840 [========================>.....] - ETA: 0s - loss: 10.5152 - mean_absolute_error: 2.46374217/4840 [=========================>....] - ETA: 0s - loss: 10.5089 - mean_absolute_error: 2.46294263/4840 [=========================>....] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46264309/4840 [=========================>....] - ETA: 0s - loss: 10.5140 - mean_absolute_error: 2.46354355/4840 [=========================>....] - ETA: 0s - loss: 10.5115 - mean_absolute_error: 2.46304402/4840 [==========================>...] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46194449/4840 [==========================>...] - ETA: 0s - loss: 10.5097 - mean_absolute_error: 2.46264495/4840 [==========================>...] - ETA: 0s - loss: 10.5110 - mean_absolute_error: 2.46264541/4840 [===========================>..] - ETA: 0s - loss: 10.5081 - mean_absolute_error: 2.46224584/4840 [===========================>..] - ETA: 0s - loss: 10.5109 - mean_absolute_error: 2.46234627/4840 [===========================>..] - ETA: 0s - loss: 10.5128 - mean_absolute_error: 2.46284672/4840 [===========================>..] - ETA: 0s - loss: 10.5131 - mean_absolute_error: 2.46264717/4840 [============================>.] - ETA: 0s - loss: 10.5138 - mean_absolute_error: 2.46294763/4840 [============================>.] - ETA: 0s - loss: 10.5131 - mean_absolute_error: 2.46294808/4840 [============================>.] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5024 - mean_absolute_error: 2.4616 - val_loss: 11.4991 - val_mean_absolute_error: 2.5815
Epoch 82/100
   1/4840 [..............................] - ETA: 9s - loss: 10.1884 - mean_absolute_error: 2.1772  47/4840 [..............................] - ETA: 5s - loss: 10.3992 - mean_absolute_error: 2.4407  94/4840 [..............................] - ETA: 5s - loss: 10.6679 - mean_absolute_error: 2.4902 139/4840 [..............................] - ETA: 5s - loss: 10.5724 - mean_absolute_error: 2.4760 185/4840 [>.............................] - ETA: 5s - loss: 10.4475 - mean_absolute_error: 2.4543 232/4840 [>.............................] - ETA: 5s - loss: 10.4725 - mean_absolute_error: 2.4626 279/4840 [>.............................] - ETA: 4s - loss: 10.3917 - mean_absolute_error: 2.4496 325/4840 [=>............................] - ETA: 4s - loss: 10.3835 - mean_absolute_error: 2.4525 371/4840 [=>............................] - ETA: 4s - loss: 10.3583 - mean_absolute_error: 2.4457 418/4840 [=>............................] - ETA: 4s - loss: 10.3314 - mean_absolute_error: 2.4391 462/4840 [=>............................] - ETA: 4s - loss: 10.3523 - mean_absolute_error: 2.4406 509/4840 [==>...........................] - ETA: 4s - loss: 10.3472 - mean_absolute_error: 2.4415 556/4840 [==>...........................] - ETA: 4s - loss: 10.3140 - mean_absolute_error: 2.4394 602/4840 [==>...........................] - ETA: 4s - loss: 10.3560 - mean_absolute_error: 2.4460 648/4840 [===>..........................] - ETA: 4s - loss: 10.3477 - mean_absolute_error: 2.4454 695/4840 [===>..........................] - ETA: 4s - loss: 10.3353 - mean_absolute_error: 2.4420 741/4840 [===>..........................] - ETA: 4s - loss: 10.3966 - mean_absolute_error: 2.4493 786/4840 [===>..........................] - ETA: 4s - loss: 10.3723 - mean_absolute_error: 2.4474 831/4840 [====>.........................] - ETA: 4s - loss: 10.3702 - mean_absolute_error: 2.4461 878/4840 [====>.........................] - ETA: 4s - loss: 10.3717 - mean_absolute_error: 2.4455 925/4840 [====>.........................] - ETA: 4s - loss: 10.3785 - mean_absolute_error: 2.4455 971/4840 [=====>........................] - ETA: 4s - loss: 10.3942 - mean_absolute_error: 2.44901017/4840 [=====>........................] - ETA: 4s - loss: 10.4506 - mean_absolute_error: 2.45601063/4840 [=====>........................] - ETA: 4s - loss: 10.4302 - mean_absolute_error: 2.45381110/4840 [=====>........................] - ETA: 4s - loss: 10.4084 - mean_absolute_error: 2.45081156/4840 [======>.......................] - ETA: 4s - loss: 10.4062 - mean_absolute_error: 2.44971202/4840 [======>.......................] - ETA: 3s - loss: 10.4569 - mean_absolute_error: 2.45651248/4840 [======>.......................] - ETA: 3s - loss: 10.4472 - mean_absolute_error: 2.45561294/4840 [=======>......................] - ETA: 3s - loss: 10.4607 - mean_absolute_error: 2.45811338/4840 [=======>......................] - ETA: 3s - loss: 10.4650 - mean_absolute_error: 2.45701382/4840 [=======>......................] - ETA: 3s - loss: 10.4523 - mean_absolute_error: 2.45591428/4840 [=======>......................] - ETA: 3s - loss: 10.4460 - mean_absolute_error: 2.45401474/4840 [========>.....................] - ETA: 3s - loss: 10.4416 - mean_absolute_error: 2.45381518/4840 [========>.....................] - ETA: 3s - loss: 10.4375 - mean_absolute_error: 2.45341564/4840 [========>.....................] - ETA: 3s - loss: 10.4484 - mean_absolute_error: 2.45481611/4840 [========>.....................] - ETA: 3s - loss: 10.4464 - mean_absolute_error: 2.45431657/4840 [=========>....................] - ETA: 3s - loss: 10.4436 - mean_absolute_error: 2.45351703/4840 [=========>....................] - ETA: 3s - loss: 10.4355 - mean_absolute_error: 2.45331749/4840 [=========>....................] - ETA: 3s - loss: 10.4258 - mean_absolute_error: 2.45041795/4840 [==========>...................] - ETA: 3s - loss: 10.4152 - mean_absolute_error: 2.44931841/4840 [==========>...................] - ETA: 3s - loss: 10.4143 - mean_absolute_error: 2.44831887/4840 [==========>...................] - ETA: 3s - loss: 10.4242 - mean_absolute_error: 2.45031933/4840 [==========>...................] - ETA: 3s - loss: 10.4128 - mean_absolute_error: 2.44811980/4840 [===========>..................] - ETA: 3s - loss: 10.4041 - mean_absolute_error: 2.44682026/4840 [===========>..................] - ETA: 3s - loss: 10.4090 - mean_absolute_error: 2.44812072/4840 [===========>..................] - ETA: 3s - loss: 10.4255 - mean_absolute_error: 2.44982117/4840 [============>.................] - ETA: 2s - loss: 10.4232 - mean_absolute_error: 2.44952162/4840 [============>.................] - ETA: 2s - loss: 10.4189 - mean_absolute_error: 2.44972207/4840 [============>.................] - ETA: 2s - loss: 10.4355 - mean_absolute_error: 2.45212253/4840 [============>.................] - ETA: 2s - loss: 10.4403 - mean_absolute_error: 2.45232297/4840 [=============>................] - ETA: 2s - loss: 10.4510 - mean_absolute_error: 2.45372342/4840 [=============>................] - ETA: 2s - loss: 10.4607 - mean_absolute_error: 2.45522388/4840 [=============>................] - ETA: 2s - loss: 10.4473 - mean_absolute_error: 2.45402434/4840 [==============>...............] - ETA: 2s - loss: 10.4444 - mean_absolute_error: 2.45352478/4840 [==============>...............] - ETA: 2s - loss: 10.4271 - mean_absolute_error: 2.45162524/4840 [==============>...............] - ETA: 2s - loss: 10.4324 - mean_absolute_error: 2.45232572/4840 [==============>...............] - ETA: 2s - loss: 10.4423 - mean_absolute_error: 2.45362617/4840 [===============>..............] - ETA: 2s - loss: 10.4500 - mean_absolute_error: 2.45472664/4840 [===============>..............] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45552709/4840 [===============>..............] - ETA: 2s - loss: 10.4453 - mean_absolute_error: 2.45402756/4840 [================>.............] - ETA: 2s - loss: 10.4409 - mean_absolute_error: 2.45322802/4840 [================>.............] - ETA: 2s - loss: 10.4423 - mean_absolute_error: 2.45362847/4840 [================>.............] - ETA: 2s - loss: 10.4416 - mean_absolute_error: 2.45402894/4840 [================>.............] - ETA: 2s - loss: 10.4387 - mean_absolute_error: 2.45392941/4840 [=================>............] - ETA: 2s - loss: 10.4392 - mean_absolute_error: 2.45382987/4840 [=================>............] - ETA: 2s - loss: 10.4437 - mean_absolute_error: 2.45483033/4840 [=================>............] - ETA: 1s - loss: 10.4536 - mean_absolute_error: 2.45653080/4840 [==================>...........] - ETA: 1s - loss: 10.4522 - mean_absolute_error: 2.45633125/4840 [==================>...........] - ETA: 1s - loss: 10.4559 - mean_absolute_error: 2.45673168/4840 [==================>...........] - ETA: 1s - loss: 10.4574 - mean_absolute_error: 2.45733214/4840 [==================>...........] - ETA: 1s - loss: 10.4622 - mean_absolute_error: 2.45763260/4840 [===================>..........] - ETA: 1s - loss: 10.4560 - mean_absolute_error: 2.45693305/4840 [===================>..........] - ETA: 1s - loss: 10.4558 - mean_absolute_error: 2.45693351/4840 [===================>..........] - ETA: 1s - loss: 10.4596 - mean_absolute_error: 2.45753396/4840 [====================>.........] - ETA: 1s - loss: 10.4531 - mean_absolute_error: 2.45683441/4840 [====================>.........] - ETA: 1s - loss: 10.4592 - mean_absolute_error: 2.45763487/4840 [====================>.........] - ETA: 1s - loss: 10.4584 - mean_absolute_error: 2.45753531/4840 [====================>.........] - ETA: 1s - loss: 10.4477 - mean_absolute_error: 2.45643577/4840 [=====================>........] - ETA: 1s - loss: 10.4503 - mean_absolute_error: 2.45643623/4840 [=====================>........] - ETA: 1s - loss: 10.4509 - mean_absolute_error: 2.45663669/4840 [=====================>........] - ETA: 1s - loss: 10.4510 - mean_absolute_error: 2.45653715/4840 [======================>.......] - ETA: 1s - loss: 10.4484 - mean_absolute_error: 2.45603762/4840 [======================>.......] - ETA: 1s - loss: 10.4371 - mean_absolute_error: 2.45493809/4840 [======================>.......] - ETA: 1s - loss: 10.4383 - mean_absolute_error: 2.45463855/4840 [======================>.......] - ETA: 1s - loss: 10.4318 - mean_absolute_error: 2.45333902/4840 [=======================>......] - ETA: 1s - loss: 10.4358 - mean_absolute_error: 2.45383948/4840 [=======================>......] - ETA: 0s - loss: 10.4404 - mean_absolute_error: 2.45443992/4840 [=======================>......] - ETA: 0s - loss: 10.4380 - mean_absolute_error: 2.45414039/4840 [========================>.....] - ETA: 0s - loss: 10.4466 - mean_absolute_error: 2.45534085/4840 [========================>.....] - ETA: 0s - loss: 10.4485 - mean_absolute_error: 2.45534130/4840 [========================>.....] - ETA: 0s - loss: 10.4580 - mean_absolute_error: 2.45654176/4840 [========================>.....] - ETA: 0s - loss: 10.4590 - mean_absolute_error: 2.45654222/4840 [=========================>....] - ETA: 0s - loss: 10.4559 - mean_absolute_error: 2.45594268/4840 [=========================>....] - ETA: 0s - loss: 10.4612 - mean_absolute_error: 2.45644314/4840 [=========================>....] - ETA: 0s - loss: 10.4662 - mean_absolute_error: 2.45694359/4840 [==========================>...] - ETA: 0s - loss: 10.4783 - mean_absolute_error: 2.45804405/4840 [==========================>...] - ETA: 0s - loss: 10.4820 - mean_absolute_error: 2.45844450/4840 [==========================>...] - ETA: 0s - loss: 10.4957 - mean_absolute_error: 2.46044498/4840 [==========================>...] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46004544/4840 [===========================>..] - ETA: 0s - loss: 10.4908 - mean_absolute_error: 2.45974589/4840 [===========================>..] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46004636/4840 [===========================>..] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46024681/4840 [============================>.] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.46044728/4840 [============================>.] - ETA: 0s - loss: 10.4999 - mean_absolute_error: 2.46074774/4840 [============================>.] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46094821/4840 [============================>.] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46114840/4840 [==============================] - 6s 1ms/step - loss: 10.5040 - mean_absolute_error: 2.4612 - val_loss: 11.4992 - val_mean_absolute_error: 2.5812
Epoch 83/100
   1/4840 [..............................] - ETA: 9s - loss: 13.5942 - mean_absolute_error: 2.6806  46/4840 [..............................] - ETA: 5s - loss: 9.8432 - mean_absolute_error: 2.3753   91/4840 [..............................] - ETA: 5s - loss: 9.8266 - mean_absolute_error: 2.3816 137/4840 [..............................] - ETA: 5s - loss: 9.8657 - mean_absolute_error: 2.3889 182/4840 [>.............................] - ETA: 5s - loss: 9.9583 - mean_absolute_error: 2.3925 229/4840 [>.............................] - ETA: 5s - loss: 10.1552 - mean_absolute_error: 2.4162 273/4840 [>.............................] - ETA: 5s - loss: 10.3016 - mean_absolute_error: 2.4314 319/4840 [>.............................] - ETA: 5s - loss: 10.3445 - mean_absolute_error: 2.4395 361/4840 [=>............................] - ETA: 5s - loss: 10.3835 - mean_absolute_error: 2.4454 403/4840 [=>............................] - ETA: 5s - loss: 10.3910 - mean_absolute_error: 2.4472 445/4840 [=>............................] - ETA: 5s - loss: 10.3976 - mean_absolute_error: 2.4497 489/4840 [==>...........................] - ETA: 4s - loss: 10.4369 - mean_absolute_error: 2.4531 533/4840 [==>...........................] - ETA: 4s - loss: 10.4733 - mean_absolute_error: 2.4564 578/4840 [==>...........................] - ETA: 4s - loss: 10.5094 - mean_absolute_error: 2.4598 625/4840 [==>...........................] - ETA: 4s - loss: 10.5059 - mean_absolute_error: 2.4577 671/4840 [===>..........................] - ETA: 4s - loss: 10.5360 - mean_absolute_error: 2.4621 717/4840 [===>..........................] - ETA: 4s - loss: 10.5764 - mean_absolute_error: 2.4691 761/4840 [===>..........................] - ETA: 4s - loss: 10.5806 - mean_absolute_error: 2.4696 808/4840 [====>.........................] - ETA: 4s - loss: 10.5871 - mean_absolute_error: 2.4705 855/4840 [====>.........................] - ETA: 4s - loss: 10.5509 - mean_absolute_error: 2.4674 899/4840 [====>.........................] - ETA: 4s - loss: 10.5252 - mean_absolute_error: 2.4656 946/4840 [====>.........................] - ETA: 4s - loss: 10.5015 - mean_absolute_error: 2.4630 991/4840 [=====>........................] - ETA: 4s - loss: 10.5042 - mean_absolute_error: 2.46431038/4840 [=====>........................] - ETA: 4s - loss: 10.5183 - mean_absolute_error: 2.46631084/4840 [=====>........................] - ETA: 4s - loss: 10.5337 - mean_absolute_error: 2.46881130/4840 [======>.......................] - ETA: 4s - loss: 10.5379 - mean_absolute_error: 2.46951175/4840 [======>.......................] - ETA: 4s - loss: 10.5278 - mean_absolute_error: 2.46751221/4840 [======>.......................] - ETA: 4s - loss: 10.5384 - mean_absolute_error: 2.46921266/4840 [======>.......................] - ETA: 4s - loss: 10.5376 - mean_absolute_error: 2.47001313/4840 [=======>......................] - ETA: 3s - loss: 10.5364 - mean_absolute_error: 2.46971359/4840 [=======>......................] - ETA: 3s - loss: 10.5352 - mean_absolute_error: 2.46961406/4840 [=======>......................] - ETA: 3s - loss: 10.5326 - mean_absolute_error: 2.46991451/4840 [=======>......................] - ETA: 3s - loss: 10.5414 - mean_absolute_error: 2.47101498/4840 [========>.....................] - ETA: 3s - loss: 10.5366 - mean_absolute_error: 2.47001543/4840 [========>.....................] - ETA: 3s - loss: 10.5334 - mean_absolute_error: 2.47101589/4840 [========>.....................] - ETA: 3s - loss: 10.5266 - mean_absolute_error: 2.47001635/4840 [=========>....................] - ETA: 3s - loss: 10.5259 - mean_absolute_error: 2.47081681/4840 [=========>....................] - ETA: 3s - loss: 10.5315 - mean_absolute_error: 2.47041727/4840 [=========>....................] - ETA: 3s - loss: 10.5267 - mean_absolute_error: 2.47091774/4840 [=========>....................] - ETA: 3s - loss: 10.5406 - mean_absolute_error: 2.47181817/4840 [==========>...................] - ETA: 3s - loss: 10.5485 - mean_absolute_error: 2.47301862/4840 [==========>...................] - ETA: 3s - loss: 10.5600 - mean_absolute_error: 2.47391909/4840 [==========>...................] - ETA: 3s - loss: 10.5536 - mean_absolute_error: 2.47261956/4840 [===========>..................] - ETA: 3s - loss: 10.5561 - mean_absolute_error: 2.47322001/4840 [===========>..................] - ETA: 3s - loss: 10.5505 - mean_absolute_error: 2.47272047/4840 [===========>..................] - ETA: 3s - loss: 10.5516 - mean_absolute_error: 2.47282094/4840 [===========>..................] - ETA: 3s - loss: 10.5447 - mean_absolute_error: 2.47182140/4840 [============>.................] - ETA: 3s - loss: 10.5490 - mean_absolute_error: 2.47252186/4840 [============>.................] - ETA: 2s - loss: 10.5409 - mean_absolute_error: 2.47172233/4840 [============>.................] - ETA: 2s - loss: 10.5286 - mean_absolute_error: 2.46992278/4840 [=============>................] - ETA: 2s - loss: 10.5478 - mean_absolute_error: 2.47242323/4840 [=============>................] - ETA: 2s - loss: 10.5363 - mean_absolute_error: 2.47122370/4840 [=============>................] - ETA: 2s - loss: 10.5255 - mean_absolute_error: 2.46962417/4840 [=============>................] - ETA: 2s - loss: 10.5192 - mean_absolute_error: 2.46862463/4840 [==============>...............] - ETA: 2s - loss: 10.5198 - mean_absolute_error: 2.46852510/4840 [==============>...............] - ETA: 2s - loss: 10.5215 - mean_absolute_error: 2.46892556/4840 [==============>...............] - ETA: 2s - loss: 10.5177 - mean_absolute_error: 2.46842603/4840 [===============>..............] - ETA: 2s - loss: 10.5029 - mean_absolute_error: 2.46642649/4840 [===============>..............] - ETA: 2s - loss: 10.5009 - mean_absolute_error: 2.46562695/4840 [===============>..............] - ETA: 2s - loss: 10.4976 - mean_absolute_error: 2.46492739/4840 [===============>..............] - ETA: 2s - loss: 10.4927 - mean_absolute_error: 2.46432783/4840 [================>.............] - ETA: 2s - loss: 10.4940 - mean_absolute_error: 2.46422829/4840 [================>.............] - ETA: 2s - loss: 10.4903 - mean_absolute_error: 2.46342875/4840 [================>.............] - ETA: 2s - loss: 10.4908 - mean_absolute_error: 2.46342920/4840 [=================>............] - ETA: 2s - loss: 10.4897 - mean_absolute_error: 2.46282967/4840 [=================>............] - ETA: 2s - loss: 10.4874 - mean_absolute_error: 2.46263012/4840 [=================>............] - ETA: 2s - loss: 10.4931 - mean_absolute_error: 2.46293058/4840 [=================>............] - ETA: 1s - loss: 10.4879 - mean_absolute_error: 2.46263104/4840 [==================>...........] - ETA: 1s - loss: 10.4780 - mean_absolute_error: 2.46123151/4840 [==================>...........] - ETA: 1s - loss: 10.4900 - mean_absolute_error: 2.46223198/4840 [==================>...........] - ETA: 1s - loss: 10.4892 - mean_absolute_error: 2.46203242/4840 [===================>..........] - ETA: 1s - loss: 10.4880 - mean_absolute_error: 2.46153288/4840 [===================>..........] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.46213335/4840 [===================>..........] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.46223381/4840 [===================>..........] - ETA: 1s - loss: 10.4922 - mean_absolute_error: 2.46213427/4840 [====================>.........] - ETA: 1s - loss: 10.4841 - mean_absolute_error: 2.46123472/4840 [====================>.........] - ETA: 1s - loss: 10.4888 - mean_absolute_error: 2.46153518/4840 [====================>.........] - ETA: 1s - loss: 10.4887 - mean_absolute_error: 2.46183563/4840 [=====================>........] - ETA: 1s - loss: 10.4920 - mean_absolute_error: 2.46213609/4840 [=====================>........] - ETA: 1s - loss: 10.5002 - mean_absolute_error: 2.46323655/4840 [=====================>........] - ETA: 1s - loss: 10.5030 - mean_absolute_error: 2.46373698/4840 [=====================>........] - ETA: 1s - loss: 10.5041 - mean_absolute_error: 2.46393744/4840 [======================>.......] - ETA: 1s - loss: 10.5047 - mean_absolute_error: 2.46413790/4840 [======================>.......] - ETA: 1s - loss: 10.5112 - mean_absolute_error: 2.46453837/4840 [======================>.......] - ETA: 1s - loss: 10.5128 - mean_absolute_error: 2.46443883/4840 [=======================>......] - ETA: 1s - loss: 10.5124 - mean_absolute_error: 2.46453929/4840 [=======================>......] - ETA: 1s - loss: 10.5120 - mean_absolute_error: 2.46483975/4840 [=======================>......] - ETA: 0s - loss: 10.5047 - mean_absolute_error: 2.46394021/4840 [=======================>......] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46374067/4840 [========================>.....] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46344111/4840 [========================>.....] - ETA: 0s - loss: 10.5112 - mean_absolute_error: 2.46404156/4840 [========================>.....] - ETA: 0s - loss: 10.5129 - mean_absolute_error: 2.46364202/4840 [=========================>....] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46384247/4840 [=========================>....] - ETA: 0s - loss: 10.5152 - mean_absolute_error: 2.46364293/4840 [=========================>....] - ETA: 0s - loss: 10.5123 - mean_absolute_error: 2.46314338/4840 [=========================>....] - ETA: 0s - loss: 10.5104 - mean_absolute_error: 2.46284385/4840 [==========================>...] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46174432/4840 [==========================>...] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46124479/4840 [==========================>...] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46224523/4840 [===========================>..] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46154568/4840 [===========================>..] - ETA: 0s - loss: 10.5054 - mean_absolute_error: 2.46164612/4840 [===========================>..] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46054656/4840 [===========================>..] - ETA: 0s - loss: 10.5005 - mean_absolute_error: 2.46074702/4840 [============================>.] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46084747/4840 [============================>.] - ETA: 0s - loss: 10.4975 - mean_absolute_error: 2.46034792/4840 [============================>.] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46174837/4840 [============================>.] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46144840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4614 - val_loss: 11.4991 - val_mean_absolute_error: 2.5805
Epoch 84/100
   1/4840 [..............................] - ETA: 9s - loss: 11.5184 - mean_absolute_error: 2.5263  45/4840 [..............................] - ETA: 5s - loss: 10.6972 - mean_absolute_error: 2.4933  90/4840 [..............................] - ETA: 5s - loss: 10.6204 - mean_absolute_error: 2.4802 136/4840 [..............................] - ETA: 5s - loss: 10.1857 - mean_absolute_error: 2.4196 181/4840 [>.............................] - ETA: 5s - loss: 10.2534 - mean_absolute_error: 2.4344 226/4840 [>.............................] - ETA: 5s - loss: 10.2946 - mean_absolute_error: 2.4397 271/4840 [>.............................] - ETA: 5s - loss: 10.1670 - mean_absolute_error: 2.4189 318/4840 [>.............................] - ETA: 5s - loss: 10.2402 - mean_absolute_error: 2.4269 363/4840 [=>............................] - ETA: 5s - loss: 10.1942 - mean_absolute_error: 2.4175 409/4840 [=>............................] - ETA: 4s - loss: 10.1978 - mean_absolute_error: 2.4176 455/4840 [=>............................] - ETA: 4s - loss: 10.2223 - mean_absolute_error: 2.4234 499/4840 [==>...........................] - ETA: 4s - loss: 10.2617 - mean_absolute_error: 2.4297 544/4840 [==>...........................] - ETA: 4s - loss: 10.3620 - mean_absolute_error: 2.4410 589/4840 [==>...........................] - ETA: 4s - loss: 10.3941 - mean_absolute_error: 2.4468 635/4840 [==>...........................] - ETA: 4s - loss: 10.3624 - mean_absolute_error: 2.4438 679/4840 [===>..........................] - ETA: 4s - loss: 10.3235 - mean_absolute_error: 2.4391 725/4840 [===>..........................] - ETA: 4s - loss: 10.3808 - mean_absolute_error: 2.4442 770/4840 [===>..........................] - ETA: 4s - loss: 10.3445 - mean_absolute_error: 2.4398 815/4840 [====>.........................] - ETA: 4s - loss: 10.3451 - mean_absolute_error: 2.4397 859/4840 [====>.........................] - ETA: 4s - loss: 10.3538 - mean_absolute_error: 2.4417 904/4840 [====>.........................] - ETA: 4s - loss: 10.3469 - mean_absolute_error: 2.4406 948/4840 [====>.........................] - ETA: 4s - loss: 10.3402 - mean_absolute_error: 2.4400 995/4840 [=====>........................] - ETA: 4s - loss: 10.3370 - mean_absolute_error: 2.43931041/4840 [=====>........................] - ETA: 4s - loss: 10.3167 - mean_absolute_error: 2.43731087/4840 [=====>........................] - ETA: 4s - loss: 10.3250 - mean_absolute_error: 2.43841131/4840 [======>.......................] - ETA: 4s - loss: 10.3289 - mean_absolute_error: 2.43891176/4840 [======>.......................] - ETA: 4s - loss: 10.3387 - mean_absolute_error: 2.44111222/4840 [======>.......................] - ETA: 4s - loss: 10.3296 - mean_absolute_error: 2.44011266/4840 [======>.......................] - ETA: 3s - loss: 10.3580 - mean_absolute_error: 2.44401313/4840 [=======>......................] - ETA: 3s - loss: 10.3697 - mean_absolute_error: 2.44461359/4840 [=======>......................] - ETA: 3s - loss: 10.3875 - mean_absolute_error: 2.44651403/4840 [=======>......................] - ETA: 3s - loss: 10.3857 - mean_absolute_error: 2.44681448/4840 [=======>......................] - ETA: 3s - loss: 10.3862 - mean_absolute_error: 2.44701494/4840 [========>.....................] - ETA: 3s - loss: 10.3850 - mean_absolute_error: 2.44731540/4840 [========>.....................] - ETA: 3s - loss: 10.3742 - mean_absolute_error: 2.44561585/4840 [========>.....................] - ETA: 3s - loss: 10.3947 - mean_absolute_error: 2.44861630/4840 [=========>....................] - ETA: 3s - loss: 10.4090 - mean_absolute_error: 2.45031675/4840 [=========>....................] - ETA: 3s - loss: 10.4146 - mean_absolute_error: 2.45131722/4840 [=========>....................] - ETA: 3s - loss: 10.4298 - mean_absolute_error: 2.45321768/4840 [=========>....................] - ETA: 3s - loss: 10.4427 - mean_absolute_error: 2.45501813/4840 [==========>...................] - ETA: 3s - loss: 10.4591 - mean_absolute_error: 2.45751859/4840 [==========>...................] - ETA: 3s - loss: 10.4444 - mean_absolute_error: 2.45441905/4840 [==========>...................] - ETA: 3s - loss: 10.4329 - mean_absolute_error: 2.45311950/4840 [===========>..................] - ETA: 3s - loss: 10.4274 - mean_absolute_error: 2.45281995/4840 [===========>..................] - ETA: 3s - loss: 10.4359 - mean_absolute_error: 2.45362041/4840 [===========>..................] - ETA: 3s - loss: 10.4354 - mean_absolute_error: 2.45322086/4840 [===========>..................] - ETA: 3s - loss: 10.4345 - mean_absolute_error: 2.45322133/4840 [============>.................] - ETA: 3s - loss: 10.4410 - mean_absolute_error: 2.45412179/4840 [============>.................] - ETA: 2s - loss: 10.4289 - mean_absolute_error: 2.45242225/4840 [============>.................] - ETA: 2s - loss: 10.4375 - mean_absolute_error: 2.45352271/4840 [=============>................] - ETA: 2s - loss: 10.4322 - mean_absolute_error: 2.45262315/4840 [=============>................] - ETA: 2s - loss: 10.4285 - mean_absolute_error: 2.45152360/4840 [=============>................] - ETA: 2s - loss: 10.4298 - mean_absolute_error: 2.45162405/4840 [=============>................] - ETA: 2s - loss: 10.4330 - mean_absolute_error: 2.45222451/4840 [==============>...............] - ETA: 2s - loss: 10.4370 - mean_absolute_error: 2.45282495/4840 [==============>...............] - ETA: 2s - loss: 10.4445 - mean_absolute_error: 2.45302541/4840 [==============>...............] - ETA: 2s - loss: 10.4625 - mean_absolute_error: 2.45542587/4840 [===============>..............] - ETA: 2s - loss: 10.4650 - mean_absolute_error: 2.45562626/4840 [===============>..............] - ETA: 2s - loss: 10.4677 - mean_absolute_error: 2.45592672/4840 [===============>..............] - ETA: 2s - loss: 10.4621 - mean_absolute_error: 2.45542717/4840 [===============>..............] - ETA: 2s - loss: 10.4690 - mean_absolute_error: 2.45662763/4840 [================>.............] - ETA: 2s - loss: 10.4775 - mean_absolute_error: 2.45792808/4840 [================>.............] - ETA: 2s - loss: 10.4778 - mean_absolute_error: 2.45752854/4840 [================>.............] - ETA: 2s - loss: 10.4822 - mean_absolute_error: 2.45852900/4840 [================>.............] - ETA: 2s - loss: 10.4924 - mean_absolute_error: 2.45982945/4840 [=================>............] - ETA: 2s - loss: 10.4935 - mean_absolute_error: 2.45962991/4840 [=================>............] - ETA: 2s - loss: 10.5087 - mean_absolute_error: 2.46173037/4840 [=================>............] - ETA: 2s - loss: 10.4975 - mean_absolute_error: 2.46003083/4840 [==================>...........] - ETA: 1s - loss: 10.5062 - mean_absolute_error: 2.46123127/4840 [==================>...........] - ETA: 1s - loss: 10.5025 - mean_absolute_error: 2.46093174/4840 [==================>...........] - ETA: 1s - loss: 10.5037 - mean_absolute_error: 2.46123217/4840 [==================>...........] - ETA: 1s - loss: 10.4986 - mean_absolute_error: 2.46073263/4840 [===================>..........] - ETA: 1s - loss: 10.5207 - mean_absolute_error: 2.46333307/4840 [===================>..........] - ETA: 1s - loss: 10.5206 - mean_absolute_error: 2.46333353/4840 [===================>..........] - ETA: 1s - loss: 10.5265 - mean_absolute_error: 2.46413398/4840 [====================>.........] - ETA: 1s - loss: 10.5321 - mean_absolute_error: 2.46483444/4840 [====================>.........] - ETA: 1s - loss: 10.5322 - mean_absolute_error: 2.46473490/4840 [====================>.........] - ETA: 1s - loss: 10.5293 - mean_absolute_error: 2.46413533/4840 [====================>.........] - ETA: 1s - loss: 10.5331 - mean_absolute_error: 2.46473579/4840 [=====================>........] - ETA: 1s - loss: 10.5320 - mean_absolute_error: 2.46423625/4840 [=====================>........] - ETA: 1s - loss: 10.5349 - mean_absolute_error: 2.46453671/4840 [=====================>........] - ETA: 1s - loss: 10.5416 - mean_absolute_error: 2.46543717/4840 [======================>.......] - ETA: 1s - loss: 10.5398 - mean_absolute_error: 2.46483763/4840 [======================>.......] - ETA: 1s - loss: 10.5400 - mean_absolute_error: 2.46483807/4840 [======================>.......] - ETA: 1s - loss: 10.5380 - mean_absolute_error: 2.46433852/4840 [======================>.......] - ETA: 1s - loss: 10.5383 - mean_absolute_error: 2.46423897/4840 [=======================>......] - ETA: 1s - loss: 10.5422 - mean_absolute_error: 2.46493943/4840 [=======================>......] - ETA: 1s - loss: 10.5450 - mean_absolute_error: 2.46503989/4840 [=======================>......] - ETA: 0s - loss: 10.5437 - mean_absolute_error: 2.46484036/4840 [========================>.....] - ETA: 0s - loss: 10.5394 - mean_absolute_error: 2.46474082/4840 [========================>.....] - ETA: 0s - loss: 10.5402 - mean_absolute_error: 2.46504127/4840 [========================>.....] - ETA: 0s - loss: 10.5374 - mean_absolute_error: 2.46504172/4840 [========================>.....] - ETA: 0s - loss: 10.5328 - mean_absolute_error: 2.46434218/4840 [=========================>....] - ETA: 0s - loss: 10.5326 - mean_absolute_error: 2.46454264/4840 [=========================>....] - ETA: 0s - loss: 10.5314 - mean_absolute_error: 2.46424308/4840 [=========================>....] - ETA: 0s - loss: 10.5301 - mean_absolute_error: 2.46454354/4840 [=========================>....] - ETA: 0s - loss: 10.5242 - mean_absolute_error: 2.46384399/4840 [==========================>...] - ETA: 0s - loss: 10.5253 - mean_absolute_error: 2.46424444/4840 [==========================>...] - ETA: 0s - loss: 10.5255 - mean_absolute_error: 2.46444489/4840 [==========================>...] - ETA: 0s - loss: 10.5243 - mean_absolute_error: 2.46424532/4840 [===========================>..] - ETA: 0s - loss: 10.5223 - mean_absolute_error: 2.46414579/4840 [===========================>..] - ETA: 0s - loss: 10.5164 - mean_absolute_error: 2.46314625/4840 [===========================>..] - ETA: 0s - loss: 10.5117 - mean_absolute_error: 2.46234670/4840 [===========================>..] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46134716/4840 [============================>.] - ETA: 0s - loss: 10.5106 - mean_absolute_error: 2.46244761/4840 [============================>.] - ETA: 0s - loss: 10.5032 - mean_absolute_error: 2.46124807/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4614 - val_loss: 11.4966 - val_mean_absolute_error: 2.5804
Epoch 85/100
   1/4840 [..............................] - ETA: 4s - loss: 6.3732 - mean_absolute_error: 1.8407  46/4840 [..............................] - ETA: 5s - loss: 10.6350 - mean_absolute_error: 2.4914  92/4840 [..............................] - ETA: 5s - loss: 10.5947 - mean_absolute_error: 2.4878 138/4840 [..............................] - ETA: 5s - loss: 10.3174 - mean_absolute_error: 2.4626 183/4840 [>.............................] - ETA: 5s - loss: 10.4380 - mean_absolute_error: 2.4680 229/4840 [>.............................] - ETA: 5s - loss: 10.4577 - mean_absolute_error: 2.4704 274/4840 [>.............................] - ETA: 5s - loss: 10.4074 - mean_absolute_error: 2.4580 319/4840 [>.............................] - ETA: 5s - loss: 10.3930 - mean_absolute_error: 2.4545 365/4840 [=>............................] - ETA: 4s - loss: 10.3822 - mean_absolute_error: 2.4520 411/4840 [=>............................] - ETA: 4s - loss: 10.3986 - mean_absolute_error: 2.4522 456/4840 [=>............................] - ETA: 4s - loss: 10.4357 - mean_absolute_error: 2.4562 501/4840 [==>...........................] - ETA: 4s - loss: 10.4265 - mean_absolute_error: 2.4557 547/4840 [==>...........................] - ETA: 4s - loss: 10.3984 - mean_absolute_error: 2.4518 593/4840 [==>...........................] - ETA: 4s - loss: 10.4009 - mean_absolute_error: 2.4519 638/4840 [==>...........................] - ETA: 4s - loss: 10.4239 - mean_absolute_error: 2.4547 684/4840 [===>..........................] - ETA: 4s - loss: 10.4278 - mean_absolute_error: 2.4560 730/4840 [===>..........................] - ETA: 4s - loss: 10.4158 - mean_absolute_error: 2.4551 777/4840 [===>..........................] - ETA: 4s - loss: 10.4084 - mean_absolute_error: 2.4531 823/4840 [====>.........................] - ETA: 4s - loss: 10.4011 - mean_absolute_error: 2.4521 867/4840 [====>.........................] - ETA: 4s - loss: 10.4199 - mean_absolute_error: 2.4548 912/4840 [====>.........................] - ETA: 4s - loss: 10.4451 - mean_absolute_error: 2.4576 957/4840 [====>.........................] - ETA: 4s - loss: 10.4155 - mean_absolute_error: 2.45391003/4840 [=====>........................] - ETA: 4s - loss: 10.4283 - mean_absolute_error: 2.45531049/4840 [=====>........................] - ETA: 4s - loss: 10.3981 - mean_absolute_error: 2.45241095/4840 [=====>........................] - ETA: 4s - loss: 10.3969 - mean_absolute_error: 2.45171140/4840 [======>.......................] - ETA: 4s - loss: 10.3911 - mean_absolute_error: 2.45211187/4840 [======>.......................] - ETA: 4s - loss: 10.3695 - mean_absolute_error: 2.44941233/4840 [======>.......................] - ETA: 3s - loss: 10.3891 - mean_absolute_error: 2.45161280/4840 [======>.......................] - ETA: 3s - loss: 10.3807 - mean_absolute_error: 2.45031326/4840 [=======>......................] - ETA: 3s - loss: 10.3972 - mean_absolute_error: 2.45321373/4840 [=======>......................] - ETA: 3s - loss: 10.4115 - mean_absolute_error: 2.45411419/4840 [=======>......................] - ETA: 3s - loss: 10.4208 - mean_absolute_error: 2.45551465/4840 [========>.....................] - ETA: 3s - loss: 10.4222 - mean_absolute_error: 2.45681511/4840 [========>.....................] - ETA: 3s - loss: 10.4112 - mean_absolute_error: 2.45491557/4840 [========>.....................] - ETA: 3s - loss: 10.4113 - mean_absolute_error: 2.45441601/4840 [========>.....................] - ETA: 3s - loss: 10.4187 - mean_absolute_error: 2.45581646/4840 [=========>....................] - ETA: 3s - loss: 10.4026 - mean_absolute_error: 2.45331692/4840 [=========>....................] - ETA: 3s - loss: 10.3953 - mean_absolute_error: 2.45111738/4840 [=========>....................] - ETA: 3s - loss: 10.3867 - mean_absolute_error: 2.45001784/4840 [==========>...................] - ETA: 3s - loss: 10.4047 - mean_absolute_error: 2.45241830/4840 [==========>...................] - ETA: 3s - loss: 10.4008 - mean_absolute_error: 2.45121876/4840 [==========>...................] - ETA: 3s - loss: 10.3970 - mean_absolute_error: 2.45091922/4840 [==========>...................] - ETA: 3s - loss: 10.4211 - mean_absolute_error: 2.45381966/4840 [===========>..................] - ETA: 3s - loss: 10.4296 - mean_absolute_error: 2.45482012/4840 [===========>..................] - ETA: 3s - loss: 10.4298 - mean_absolute_error: 2.45482059/4840 [===========>..................] - ETA: 3s - loss: 10.4288 - mean_absolute_error: 2.45472103/4840 [============>.................] - ETA: 3s - loss: 10.4457 - mean_absolute_error: 2.45672149/4840 [============>.................] - ETA: 2s - loss: 10.4603 - mean_absolute_error: 2.45862195/4840 [============>.................] - ETA: 2s - loss: 10.4645 - mean_absolute_error: 2.45882242/4840 [============>.................] - ETA: 2s - loss: 10.4653 - mean_absolute_error: 2.45912287/4840 [=============>................] - ETA: 2s - loss: 10.4521 - mean_absolute_error: 2.45712332/4840 [=============>................] - ETA: 2s - loss: 10.4504 - mean_absolute_error: 2.45672376/4840 [=============>................] - ETA: 2s - loss: 10.4526 - mean_absolute_error: 2.45692422/4840 [==============>...............] - ETA: 2s - loss: 10.4497 - mean_absolute_error: 2.45662469/4840 [==============>...............] - ETA: 2s - loss: 10.4536 - mean_absolute_error: 2.45722514/4840 [==============>...............] - ETA: 2s - loss: 10.4698 - mean_absolute_error: 2.45922560/4840 [==============>...............] - ETA: 2s - loss: 10.4668 - mean_absolute_error: 2.45852604/4840 [===============>..............] - ETA: 2s - loss: 10.4715 - mean_absolute_error: 2.45922651/4840 [===============>..............] - ETA: 2s - loss: 10.4886 - mean_absolute_error: 2.46142696/4840 [===============>..............] - ETA: 2s - loss: 10.4895 - mean_absolute_error: 2.46172742/4840 [===============>..............] - ETA: 2s - loss: 10.4863 - mean_absolute_error: 2.46092787/4840 [================>.............] - ETA: 2s - loss: 10.4805 - mean_absolute_error: 2.45952833/4840 [================>.............] - ETA: 2s - loss: 10.4730 - mean_absolute_error: 2.45922879/4840 [================>.............] - ETA: 2s - loss: 10.4716 - mean_absolute_error: 2.45872925/4840 [=================>............] - ETA: 2s - loss: 10.4721 - mean_absolute_error: 2.45862971/4840 [=================>............] - ETA: 2s - loss: 10.4713 - mean_absolute_error: 2.45823018/4840 [=================>............] - ETA: 2s - loss: 10.4687 - mean_absolute_error: 2.45853064/4840 [=================>............] - ETA: 1s - loss: 10.4730 - mean_absolute_error: 2.45883110/4840 [==================>...........] - ETA: 1s - loss: 10.4721 - mean_absolute_error: 2.45873158/4840 [==================>...........] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45953204/4840 [==================>...........] - ETA: 1s - loss: 10.4858 - mean_absolute_error: 2.45993250/4840 [===================>..........] - ETA: 1s - loss: 10.4802 - mean_absolute_error: 2.45913295/4840 [===================>..........] - ETA: 1s - loss: 10.4802 - mean_absolute_error: 2.45903341/4840 [===================>..........] - ETA: 1s - loss: 10.4734 - mean_absolute_error: 2.45853387/4840 [===================>..........] - ETA: 1s - loss: 10.4770 - mean_absolute_error: 2.45893433/4840 [====================>.........] - ETA: 1s - loss: 10.4795 - mean_absolute_error: 2.45953479/4840 [====================>.........] - ETA: 1s - loss: 10.4762 - mean_absolute_error: 2.45903525/4840 [====================>.........] - ETA: 1s - loss: 10.4695 - mean_absolute_error: 2.45853571/4840 [=====================>........] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45993616/4840 [=====================>........] - ETA: 1s - loss: 10.4838 - mean_absolute_error: 2.46003659/4840 [=====================>........] - ETA: 1s - loss: 10.4914 - mean_absolute_error: 2.46073704/4840 [=====================>........] - ETA: 1s - loss: 10.4861 - mean_absolute_error: 2.45993750/4840 [======================>.......] - ETA: 1s - loss: 10.4916 - mean_absolute_error: 2.46033795/4840 [======================>.......] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.45983840/4840 [======================>.......] - ETA: 1s - loss: 10.4853 - mean_absolute_error: 2.45953887/4840 [=======================>......] - ETA: 1s - loss: 10.4817 - mean_absolute_error: 2.45893932/4840 [=======================>......] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45863978/4840 [=======================>......] - ETA: 0s - loss: 10.4780 - mean_absolute_error: 2.45804025/4840 [=======================>......] - ETA: 0s - loss: 10.4797 - mean_absolute_error: 2.45834070/4840 [========================>.....] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.45854117/4840 [========================>.....] - ETA: 0s - loss: 10.4801 - mean_absolute_error: 2.45834161/4840 [========================>.....] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.45914207/4840 [=========================>....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45994254/4840 [=========================>....] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.46074299/4840 [=========================>....] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.46064346/4840 [=========================>....] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46084393/4840 [==========================>...] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46074438/4840 [==========================>...] - ETA: 0s - loss: 10.4969 - mean_absolute_error: 2.46094484/4840 [==========================>...] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46164531/4840 [===========================>..] - ETA: 0s - loss: 10.5002 - mean_absolute_error: 2.46134575/4840 [===========================>..] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46144621/4840 [===========================>..] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46194667/4840 [===========================>..] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46164712/4840 [============================>.] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46144757/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46154803/4840 [============================>.] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5034 - mean_absolute_error: 2.4616 - val_loss: 11.4985 - val_mean_absolute_error: 2.5807
Epoch 86/100
   1/4840 [..............................] - ETA: 10s - loss: 7.6959 - mean_absolute_error: 2.2662  45/4840 [..............................] - ETA: 5s - loss: 9.6883 - mean_absolute_error: 2.3455   91/4840 [..............................] - ETA: 5s - loss: 10.2993 - mean_absolute_error: 2.4345 137/4840 [..............................] - ETA: 5s - loss: 10.3635 - mean_absolute_error: 2.4455 182/4840 [>.............................] - ETA: 5s - loss: 10.2794 - mean_absolute_error: 2.4330 226/4840 [>.............................] - ETA: 5s - loss: 10.3736 - mean_absolute_error: 2.4457 271/4840 [>.............................] - ETA: 5s - loss: 10.4011 - mean_absolute_error: 2.4504 315/4840 [>.............................] - ETA: 5s - loss: 10.4468 - mean_absolute_error: 2.4586 359/4840 [=>............................] - ETA: 5s - loss: 10.3954 - mean_absolute_error: 2.4483 402/4840 [=>............................] - ETA: 5s - loss: 10.3477 - mean_absolute_error: 2.4451 447/4840 [=>............................] - ETA: 4s - loss: 10.3405 - mean_absolute_error: 2.4478 491/4840 [==>...........................] - ETA: 4s - loss: 10.3440 - mean_absolute_error: 2.4455 534/4840 [==>...........................] - ETA: 4s - loss: 10.3268 - mean_absolute_error: 2.4437 578/4840 [==>...........................] - ETA: 4s - loss: 10.3370 - mean_absolute_error: 2.4440 623/4840 [==>...........................] - ETA: 4s - loss: 10.3650 - mean_absolute_error: 2.4486 670/4840 [===>..........................] - ETA: 4s - loss: 10.3572 - mean_absolute_error: 2.4468 716/4840 [===>..........................] - ETA: 4s - loss: 10.3031 - mean_absolute_error: 2.4402 761/4840 [===>..........................] - ETA: 4s - loss: 10.3461 - mean_absolute_error: 2.4447 806/4840 [===>..........................] - ETA: 4s - loss: 10.3286 - mean_absolute_error: 2.4420 851/4840 [====>.........................] - ETA: 4s - loss: 10.3542 - mean_absolute_error: 2.4456 895/4840 [====>.........................] - ETA: 4s - loss: 10.3565 - mean_absolute_error: 2.4456 941/4840 [====>.........................] - ETA: 4s - loss: 10.3535 - mean_absolute_error: 2.4444 986/4840 [=====>........................] - ETA: 4s - loss: 10.3702 - mean_absolute_error: 2.44551032/4840 [=====>........................] - ETA: 4s - loss: 10.3891 - mean_absolute_error: 2.44821077/4840 [=====>........................] - ETA: 4s - loss: 10.4347 - mean_absolute_error: 2.45431123/4840 [=====>........................] - ETA: 4s - loss: 10.4295 - mean_absolute_error: 2.45341167/4840 [======>.......................] - ETA: 4s - loss: 10.4295 - mean_absolute_error: 2.45341213/4840 [======>.......................] - ETA: 4s - loss: 10.4244 - mean_absolute_error: 2.45211259/4840 [======>.......................] - ETA: 4s - loss: 10.4195 - mean_absolute_error: 2.45121302/4840 [=======>......................] - ETA: 3s - loss: 10.4266 - mean_absolute_error: 2.45151347/4840 [=======>......................] - ETA: 3s - loss: 10.4320 - mean_absolute_error: 2.45231392/4840 [=======>......................] - ETA: 3s - loss: 10.4448 - mean_absolute_error: 2.45321437/4840 [=======>......................] - ETA: 3s - loss: 10.4508 - mean_absolute_error: 2.45401482/4840 [========>.....................] - ETA: 3s - loss: 10.4576 - mean_absolute_error: 2.45531528/4840 [========>.....................] - ETA: 3s - loss: 10.4653 - mean_absolute_error: 2.45581573/4840 [========>.....................] - ETA: 3s - loss: 10.4464 - mean_absolute_error: 2.45311620/4840 [=========>....................] - ETA: 3s - loss: 10.4418 - mean_absolute_error: 2.45321664/4840 [=========>....................] - ETA: 3s - loss: 10.4481 - mean_absolute_error: 2.45401709/4840 [=========>....................] - ETA: 3s - loss: 10.4411 - mean_absolute_error: 2.45321755/4840 [=========>....................] - ETA: 3s - loss: 10.4421 - mean_absolute_error: 2.45311801/4840 [==========>...................] - ETA: 3s - loss: 10.4343 - mean_absolute_error: 2.45211846/4840 [==========>...................] - ETA: 3s - loss: 10.4317 - mean_absolute_error: 2.45171892/4840 [==========>...................] - ETA: 3s - loss: 10.4311 - mean_absolute_error: 2.45191936/4840 [===========>..................] - ETA: 3s - loss: 10.4288 - mean_absolute_error: 2.45171982/4840 [===========>..................] - ETA: 3s - loss: 10.4301 - mean_absolute_error: 2.45172028/4840 [===========>..................] - ETA: 3s - loss: 10.4177 - mean_absolute_error: 2.45012074/4840 [===========>..................] - ETA: 3s - loss: 10.4285 - mean_absolute_error: 2.45172119/4840 [============>.................] - ETA: 3s - loss: 10.4244 - mean_absolute_error: 2.45132165/4840 [============>.................] - ETA: 2s - loss: 10.4192 - mean_absolute_error: 2.45092209/4840 [============>.................] - ETA: 2s - loss: 10.4171 - mean_absolute_error: 2.45092252/4840 [============>.................] - ETA: 2s - loss: 10.4172 - mean_absolute_error: 2.45112298/4840 [=============>................] - ETA: 2s - loss: 10.4310 - mean_absolute_error: 2.45262344/4840 [=============>................] - ETA: 2s - loss: 10.4240 - mean_absolute_error: 2.45172388/4840 [=============>................] - ETA: 2s - loss: 10.4360 - mean_absolute_error: 2.45302435/4840 [==============>...............] - ETA: 2s - loss: 10.4399 - mean_absolute_error: 2.45372481/4840 [==============>...............] - ETA: 2s - loss: 10.4558 - mean_absolute_error: 2.45612526/4840 [==============>...............] - ETA: 2s - loss: 10.4558 - mean_absolute_error: 2.45572572/4840 [==============>...............] - ETA: 2s - loss: 10.4635 - mean_absolute_error: 2.45632618/4840 [===============>..............] - ETA: 2s - loss: 10.4590 - mean_absolute_error: 2.45542663/4840 [===============>..............] - ETA: 2s - loss: 10.4530 - mean_absolute_error: 2.45452708/4840 [===============>..............] - ETA: 2s - loss: 10.4624 - mean_absolute_error: 2.45602754/4840 [================>.............] - ETA: 2s - loss: 10.4745 - mean_absolute_error: 2.45782799/4840 [================>.............] - ETA: 2s - loss: 10.4705 - mean_absolute_error: 2.45732844/4840 [================>.............] - ETA: 2s - loss: 10.4715 - mean_absolute_error: 2.45772888/4840 [================>.............] - ETA: 2s - loss: 10.4719 - mean_absolute_error: 2.45772934/4840 [=================>............] - ETA: 2s - loss: 10.4876 - mean_absolute_error: 2.45982980/4840 [=================>............] - ETA: 2s - loss: 10.4827 - mean_absolute_error: 2.45883026/4840 [=================>............] - ETA: 2s - loss: 10.4939 - mean_absolute_error: 2.45993071/4840 [==================>...........] - ETA: 1s - loss: 10.4871 - mean_absolute_error: 2.45943115/4840 [==================>...........] - ETA: 1s - loss: 10.4901 - mean_absolute_error: 2.46003160/4840 [==================>...........] - ETA: 1s - loss: 10.4986 - mean_absolute_error: 2.46113204/4840 [==================>...........] - ETA: 1s - loss: 10.5130 - mean_absolute_error: 2.46313248/4840 [===================>..........] - ETA: 1s - loss: 10.5091 - mean_absolute_error: 2.46253294/4840 [===================>..........] - ETA: 1s - loss: 10.5043 - mean_absolute_error: 2.46143341/4840 [===================>..........] - ETA: 1s - loss: 10.5156 - mean_absolute_error: 2.46333387/4840 [===================>..........] - ETA: 1s - loss: 10.5174 - mean_absolute_error: 2.46393433/4840 [====================>.........] - ETA: 1s - loss: 10.5221 - mean_absolute_error: 2.46423478/4840 [====================>.........] - ETA: 1s - loss: 10.5117 - mean_absolute_error: 2.46333524/4840 [====================>.........] - ETA: 1s - loss: 10.5072 - mean_absolute_error: 2.46233570/4840 [=====================>........] - ETA: 1s - loss: 10.5149 - mean_absolute_error: 2.46313616/4840 [=====================>........] - ETA: 1s - loss: 10.5140 - mean_absolute_error: 2.46333660/4840 [=====================>........] - ETA: 1s - loss: 10.5105 - mean_absolute_error: 2.46303706/4840 [=====================>........] - ETA: 1s - loss: 10.5082 - mean_absolute_error: 2.46293750/4840 [======================>.......] - ETA: 1s - loss: 10.5083 - mean_absolute_error: 2.46293795/4840 [======================>.......] - ETA: 1s - loss: 10.5050 - mean_absolute_error: 2.46243840/4840 [======================>.......] - ETA: 1s - loss: 10.5057 - mean_absolute_error: 2.46193886/4840 [=======================>......] - ETA: 1s - loss: 10.5004 - mean_absolute_error: 2.46143930/4840 [=======================>......] - ETA: 1s - loss: 10.4999 - mean_absolute_error: 2.46123977/4840 [=======================>......] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46104021/4840 [=======================>......] - ETA: 0s - loss: 10.4974 - mean_absolute_error: 2.46054066/4840 [========================>.....] - ETA: 0s - loss: 10.4974 - mean_absolute_error: 2.46084111/4840 [========================>.....] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46184157/4840 [========================>.....] - ETA: 0s - loss: 10.5013 - mean_absolute_error: 2.46164202/4840 [=========================>....] - ETA: 0s - loss: 10.5071 - mean_absolute_error: 2.46224247/4840 [=========================>....] - ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46174292/4840 [=========================>....] - ETA: 0s - loss: 10.5082 - mean_absolute_error: 2.46204337/4840 [=========================>....] - ETA: 0s - loss: 10.5078 - mean_absolute_error: 2.46184382/4840 [==========================>...] - ETA: 0s - loss: 10.5078 - mean_absolute_error: 2.46164427/4840 [==========================>...] - ETA: 0s - loss: 10.5085 - mean_absolute_error: 2.46174471/4840 [==========================>...] - ETA: 0s - loss: 10.5092 - mean_absolute_error: 2.46214517/4840 [==========================>...] - ETA: 0s - loss: 10.5071 - mean_absolute_error: 2.46154562/4840 [===========================>..] - ETA: 0s - loss: 10.5132 - mean_absolute_error: 2.46224606/4840 [===========================>..] - ETA: 0s - loss: 10.5140 - mean_absolute_error: 2.46244651/4840 [===========================>..] - ETA: 0s - loss: 10.5149 - mean_absolute_error: 2.46284696/4840 [============================>.] - ETA: 0s - loss: 10.5101 - mean_absolute_error: 2.46214741/4840 [============================>.] - ETA: 0s - loss: 10.5088 - mean_absolute_error: 2.46224787/4840 [============================>.] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46174833/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4614 - val_loss: 11.4944 - val_mean_absolute_error: 2.5800
Epoch 87/100
   1/4840 [..............................] - ETA: 9s - loss: 8.9725 - mean_absolute_error: 2.2071  46/4840 [..............................] - ETA: 5s - loss: 9.8457 - mean_absolute_error: 2.3625  92/4840 [..............................] - ETA: 5s - loss: 10.2355 - mean_absolute_error: 2.4199 139/4840 [..............................] - ETA: 5s - loss: 10.2250 - mean_absolute_error: 2.4211 185/4840 [>.............................] - ETA: 5s - loss: 10.2079 - mean_absolute_error: 2.4068 231/4840 [>.............................] - ETA: 5s - loss: 10.2423 - mean_absolute_error: 2.4121 276/4840 [>.............................] - ETA: 5s - loss: 10.2391 - mean_absolute_error: 2.4179 322/4840 [>.............................] - ETA: 4s - loss: 10.1906 - mean_absolute_error: 2.4141 368/4840 [=>............................] - ETA: 4s - loss: 10.3140 - mean_absolute_error: 2.4305 413/4840 [=>............................] - ETA: 4s - loss: 10.3957 - mean_absolute_error: 2.4394 459/4840 [=>............................] - ETA: 4s - loss: 10.3837 - mean_absolute_error: 2.4376 505/4840 [==>...........................] - ETA: 4s - loss: 10.4157 - mean_absolute_error: 2.4426 551/4840 [==>...........................] - ETA: 4s - loss: 10.3911 - mean_absolute_error: 2.4427 597/4840 [==>...........................] - ETA: 4s - loss: 10.3952 - mean_absolute_error: 2.4432 642/4840 [==>...........................] - ETA: 4s - loss: 10.4024 - mean_absolute_error: 2.4454 689/4840 [===>..........................] - ETA: 4s - loss: 10.3879 - mean_absolute_error: 2.4419 734/4840 [===>..........................] - ETA: 4s - loss: 10.4241 - mean_absolute_error: 2.4468 778/4840 [===>..........................] - ETA: 4s - loss: 10.4423 - mean_absolute_error: 2.4508 823/4840 [====>.........................] - ETA: 4s - loss: 10.4356 - mean_absolute_error: 2.4505 868/4840 [====>.........................] - ETA: 4s - loss: 10.4570 - mean_absolute_error: 2.4541 912/4840 [====>.........................] - ETA: 4s - loss: 10.4427 - mean_absolute_error: 2.4528 958/4840 [====>.........................] - ETA: 4s - loss: 10.4366 - mean_absolute_error: 2.45171004/4840 [=====>........................] - ETA: 4s - loss: 10.4493 - mean_absolute_error: 2.45281050/4840 [=====>........................] - ETA: 4s - loss: 10.4248 - mean_absolute_error: 2.44961097/4840 [=====>........................] - ETA: 4s - loss: 10.4345 - mean_absolute_error: 2.45211143/4840 [======>.......................] - ETA: 4s - loss: 10.4522 - mean_absolute_error: 2.45431188/4840 [======>.......................] - ETA: 4s - loss: 10.4418 - mean_absolute_error: 2.45371234/4840 [======>.......................] - ETA: 4s - loss: 10.4600 - mean_absolute_error: 2.45681279/4840 [======>.......................] - ETA: 3s - loss: 10.4705 - mean_absolute_error: 2.45701326/4840 [=======>......................] - ETA: 3s - loss: 10.4710 - mean_absolute_error: 2.45711372/4840 [=======>......................] - ETA: 3s - loss: 10.4688 - mean_absolute_error: 2.45661418/4840 [=======>......................] - ETA: 3s - loss: 10.4571 - mean_absolute_error: 2.45571462/4840 [========>.....................] - ETA: 3s - loss: 10.4525 - mean_absolute_error: 2.45511509/4840 [========>.....................] - ETA: 3s - loss: 10.4582 - mean_absolute_error: 2.45601555/4840 [========>.....................] - ETA: 3s - loss: 10.4641 - mean_absolute_error: 2.45641601/4840 [========>.....................] - ETA: 3s - loss: 10.4597 - mean_absolute_error: 2.45601647/4840 [=========>....................] - ETA: 3s - loss: 10.4583 - mean_absolute_error: 2.45591692/4840 [=========>....................] - ETA: 3s - loss: 10.4447 - mean_absolute_error: 2.45391738/4840 [=========>....................] - ETA: 3s - loss: 10.4535 - mean_absolute_error: 2.45511784/4840 [==========>...................] - ETA: 3s - loss: 10.4678 - mean_absolute_error: 2.45651829/4840 [==========>...................] - ETA: 3s - loss: 10.4692 - mean_absolute_error: 2.45701874/4840 [==========>...................] - ETA: 3s - loss: 10.4736 - mean_absolute_error: 2.45801919/4840 [==========>...................] - ETA: 3s - loss: 10.4797 - mean_absolute_error: 2.45871964/4840 [===========>..................] - ETA: 3s - loss: 10.4815 - mean_absolute_error: 2.45962011/4840 [===========>..................] - ETA: 3s - loss: 10.4613 - mean_absolute_error: 2.45712057/4840 [===========>..................] - ETA: 3s - loss: 10.4791 - mean_absolute_error: 2.45952103/4840 [============>.................] - ETA: 3s - loss: 10.4835 - mean_absolute_error: 2.46062149/4840 [============>.................] - ETA: 2s - loss: 10.5030 - mean_absolute_error: 2.46322195/4840 [============>.................] - ETA: 2s - loss: 10.4991 - mean_absolute_error: 2.46322241/4840 [============>.................] - ETA: 2s - loss: 10.5098 - mean_absolute_error: 2.46412287/4840 [=============>................] - ETA: 2s - loss: 10.5012 - mean_absolute_error: 2.46362333/4840 [=============>................] - ETA: 2s - loss: 10.5142 - mean_absolute_error: 2.46542380/4840 [=============>................] - ETA: 2s - loss: 10.5131 - mean_absolute_error: 2.46462426/4840 [==============>...............] - ETA: 2s - loss: 10.5111 - mean_absolute_error: 2.46512472/4840 [==============>...............] - ETA: 2s - loss: 10.5236 - mean_absolute_error: 2.46662518/4840 [==============>...............] - ETA: 2s - loss: 10.5176 - mean_absolute_error: 2.46642563/4840 [==============>...............] - ETA: 2s - loss: 10.5191 - mean_absolute_error: 2.46632610/4840 [===============>..............] - ETA: 2s - loss: 10.5303 - mean_absolute_error: 2.46782655/4840 [===============>..............] - ETA: 2s - loss: 10.5216 - mean_absolute_error: 2.46672701/4840 [===============>..............] - ETA: 2s - loss: 10.5183 - mean_absolute_error: 2.46632745/4840 [================>.............] - ETA: 2s - loss: 10.5283 - mean_absolute_error: 2.46752791/4840 [================>.............] - ETA: 2s - loss: 10.5198 - mean_absolute_error: 2.46622838/4840 [================>.............] - ETA: 2s - loss: 10.5218 - mean_absolute_error: 2.46662883/4840 [================>.............] - ETA: 2s - loss: 10.5186 - mean_absolute_error: 2.46642929/4840 [=================>............] - ETA: 2s - loss: 10.5252 - mean_absolute_error: 2.46722975/4840 [=================>............] - ETA: 2s - loss: 10.5195 - mean_absolute_error: 2.46623020/4840 [=================>............] - ETA: 2s - loss: 10.5164 - mean_absolute_error: 2.46573066/4840 [==================>...........] - ETA: 1s - loss: 10.5233 - mean_absolute_error: 2.46693113/4840 [==================>...........] - ETA: 1s - loss: 10.5296 - mean_absolute_error: 2.46773159/4840 [==================>...........] - ETA: 1s - loss: 10.5179 - mean_absolute_error: 2.46643204/4840 [==================>...........] - ETA: 1s - loss: 10.5222 - mean_absolute_error: 2.46663251/4840 [===================>..........] - ETA: 1s - loss: 10.5318 - mean_absolute_error: 2.46753295/4840 [===================>..........] - ETA: 1s - loss: 10.5277 - mean_absolute_error: 2.46673340/4840 [===================>..........] - ETA: 1s - loss: 10.5232 - mean_absolute_error: 2.46613384/4840 [===================>..........] - ETA: 1s - loss: 10.5144 - mean_absolute_error: 2.46493431/4840 [====================>.........] - ETA: 1s - loss: 10.5213 - mean_absolute_error: 2.46613476/4840 [====================>.........] - ETA: 1s - loss: 10.5144 - mean_absolute_error: 2.46523521/4840 [====================>.........] - ETA: 1s - loss: 10.5168 - mean_absolute_error: 2.46573563/4840 [=====================>........] - ETA: 1s - loss: 10.5079 - mean_absolute_error: 2.46423609/4840 [=====================>........] - ETA: 1s - loss: 10.5083 - mean_absolute_error: 2.46413655/4840 [=====================>........] - ETA: 1s - loss: 10.5101 - mean_absolute_error: 2.46423699/4840 [=====================>........] - ETA: 1s - loss: 10.5135 - mean_absolute_error: 2.46463745/4840 [======================>.......] - ETA: 1s - loss: 10.5195 - mean_absolute_error: 2.46513791/4840 [======================>.......] - ETA: 1s - loss: 10.5228 - mean_absolute_error: 2.46563836/4840 [======================>.......] - ETA: 1s - loss: 10.5217 - mean_absolute_error: 2.46513882/4840 [=======================>......] - ETA: 1s - loss: 10.5179 - mean_absolute_error: 2.46473928/4840 [=======================>......] - ETA: 1s - loss: 10.5213 - mean_absolute_error: 2.46493974/4840 [=======================>......] - ETA: 0s - loss: 10.5155 - mean_absolute_error: 2.46384020/4840 [=======================>......] - ETA: 0s - loss: 10.5145 - mean_absolute_error: 2.46384067/4840 [========================>.....] - ETA: 0s - loss: 10.5170 - mean_absolute_error: 2.46414113/4840 [========================>.....] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46424159/4840 [========================>.....] - ETA: 0s - loss: 10.5198 - mean_absolute_error: 2.46464205/4840 [=========================>....] - ETA: 0s - loss: 10.5178 - mean_absolute_error: 2.46444251/4840 [=========================>....] - ETA: 0s - loss: 10.5119 - mean_absolute_error: 2.46364297/4840 [=========================>....] - ETA: 0s - loss: 10.5129 - mean_absolute_error: 2.46354344/4840 [=========================>....] - ETA: 0s - loss: 10.5133 - mean_absolute_error: 2.46334390/4840 [==========================>...] - ETA: 0s - loss: 10.5091 - mean_absolute_error: 2.46284436/4840 [==========================>...] - ETA: 0s - loss: 10.5051 - mean_absolute_error: 2.46204481/4840 [==========================>...] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46184524/4840 [===========================>..] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46134569/4840 [===========================>..] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.45984615/4840 [===========================>..] - ETA: 0s - loss: 10.4929 - mean_absolute_error: 2.46054661/4840 [===========================>..] - ETA: 0s - loss: 10.4915 - mean_absolute_error: 2.46034707/4840 [============================>.] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46094752/4840 [============================>.] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.46084796/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4619 - val_loss: 11.4969 - val_mean_absolute_error: 2.5800
Epoch 88/100
   1/4840 [..............................] - ETA: 9s - loss: 15.3278 - mean_absolute_error: 2.9976  48/4840 [..............................] - ETA: 5s - loss: 9.4851 - mean_absolute_error: 2.3037   95/4840 [..............................] - ETA: 5s - loss: 9.6678 - mean_absolute_error: 2.3470 141/4840 [..............................] - ETA: 5s - loss: 9.8396 - mean_absolute_error: 2.3885 188/4840 [>.............................] - ETA: 5s - loss: 9.9967 - mean_absolute_error: 2.3951 233/4840 [>.............................] - ETA: 5s - loss: 10.1227 - mean_absolute_error: 2.4110 280/4840 [>.............................] - ETA: 4s - loss: 10.2082 - mean_absolute_error: 2.4221 322/4840 [>.............................] - ETA: 4s - loss: 10.2443 - mean_absolute_error: 2.4312 368/4840 [=>............................] - ETA: 4s - loss: 10.2817 - mean_absolute_error: 2.4343 414/4840 [=>............................] - ETA: 4s - loss: 10.2624 - mean_absolute_error: 2.4287 461/4840 [=>............................] - ETA: 4s - loss: 10.2899 - mean_absolute_error: 2.4324 507/4840 [==>...........................] - ETA: 4s - loss: 10.3307 - mean_absolute_error: 2.4387 554/4840 [==>...........................] - ETA: 4s - loss: 10.3836 - mean_absolute_error: 2.4470 600/4840 [==>...........................] - ETA: 4s - loss: 10.3824 - mean_absolute_error: 2.4473 646/4840 [===>..........................] - ETA: 4s - loss: 10.3830 - mean_absolute_error: 2.4466 692/4840 [===>..........................] - ETA: 4s - loss: 10.3919 - mean_absolute_error: 2.4482 738/4840 [===>..........................] - ETA: 4s - loss: 10.3983 - mean_absolute_error: 2.4481 784/4840 [===>..........................] - ETA: 4s - loss: 10.3799 - mean_absolute_error: 2.4452 829/4840 [====>.........................] - ETA: 4s - loss: 10.3973 - mean_absolute_error: 2.4475 875/4840 [====>.........................] - ETA: 4s - loss: 10.4061 - mean_absolute_error: 2.4475 921/4840 [====>.........................] - ETA: 4s - loss: 10.3859 - mean_absolute_error: 2.4461 967/4840 [====>.........................] - ETA: 4s - loss: 10.3663 - mean_absolute_error: 2.44331013/4840 [=====>........................] - ETA: 4s - loss: 10.3830 - mean_absolute_error: 2.44611059/4840 [=====>........................] - ETA: 4s - loss: 10.3605 - mean_absolute_error: 2.44261106/4840 [=====>........................] - ETA: 4s - loss: 10.3647 - mean_absolute_error: 2.44331152/4840 [======>.......................] - ETA: 4s - loss: 10.3567 - mean_absolute_error: 2.44021197/4840 [======>.......................] - ETA: 4s - loss: 10.3476 - mean_absolute_error: 2.43871243/4840 [======>.......................] - ETA: 3s - loss: 10.3486 - mean_absolute_error: 2.43911288/4840 [======>.......................] - ETA: 3s - loss: 10.3267 - mean_absolute_error: 2.43621333/4840 [=======>......................] - ETA: 3s - loss: 10.3409 - mean_absolute_error: 2.43721380/4840 [=======>......................] - ETA: 3s - loss: 10.3613 - mean_absolute_error: 2.44071427/4840 [=======>......................] - ETA: 3s - loss: 10.3628 - mean_absolute_error: 2.44111473/4840 [========>.....................] - ETA: 3s - loss: 10.3646 - mean_absolute_error: 2.44191518/4840 [========>.....................] - ETA: 3s - loss: 10.3773 - mean_absolute_error: 2.44381563/4840 [========>.....................] - ETA: 3s - loss: 10.3759 - mean_absolute_error: 2.44361609/4840 [========>.....................] - ETA: 3s - loss: 10.3734 - mean_absolute_error: 2.44311654/4840 [=========>....................] - ETA: 3s - loss: 10.3639 - mean_absolute_error: 2.44221700/4840 [=========>....................] - ETA: 3s - loss: 10.3707 - mean_absolute_error: 2.44301746/4840 [=========>....................] - ETA: 3s - loss: 10.3727 - mean_absolute_error: 2.44311793/4840 [==========>...................] - ETA: 3s - loss: 10.3674 - mean_absolute_error: 2.44211839/4840 [==========>...................] - ETA: 3s - loss: 10.3787 - mean_absolute_error: 2.44291885/4840 [==========>...................] - ETA: 3s - loss: 10.3653 - mean_absolute_error: 2.44101930/4840 [==========>...................] - ETA: 3s - loss: 10.3730 - mean_absolute_error: 2.44181969/4840 [===========>..................] - ETA: 3s - loss: 10.3710 - mean_absolute_error: 2.44212013/4840 [===========>..................] - ETA: 3s - loss: 10.3671 - mean_absolute_error: 2.44072060/4840 [===========>..................] - ETA: 3s - loss: 10.3761 - mean_absolute_error: 2.44202107/4840 [============>.................] - ETA: 3s - loss: 10.3818 - mean_absolute_error: 2.44252153/4840 [============>.................] - ETA: 2s - loss: 10.3917 - mean_absolute_error: 2.44362198/4840 [============>.................] - ETA: 2s - loss: 10.4076 - mean_absolute_error: 2.44542244/4840 [============>.................] - ETA: 2s - loss: 10.4071 - mean_absolute_error: 2.44552289/4840 [=============>................] - ETA: 2s - loss: 10.4287 - mean_absolute_error: 2.44872334/4840 [=============>................] - ETA: 2s - loss: 10.4391 - mean_absolute_error: 2.45042381/4840 [=============>................] - ETA: 2s - loss: 10.4301 - mean_absolute_error: 2.44942426/4840 [==============>...............] - ETA: 2s - loss: 10.4318 - mean_absolute_error: 2.44982471/4840 [==============>...............] - ETA: 2s - loss: 10.4370 - mean_absolute_error: 2.45022516/4840 [==============>...............] - ETA: 2s - loss: 10.4385 - mean_absolute_error: 2.45092561/4840 [==============>...............] - ETA: 2s - loss: 10.4280 - mean_absolute_error: 2.44912608/4840 [===============>..............] - ETA: 2s - loss: 10.4239 - mean_absolute_error: 2.44882655/4840 [===============>..............] - ETA: 2s - loss: 10.4233 - mean_absolute_error: 2.44862702/4840 [===============>..............] - ETA: 2s - loss: 10.4252 - mean_absolute_error: 2.44912749/4840 [================>.............] - ETA: 2s - loss: 10.4342 - mean_absolute_error: 2.44992795/4840 [================>.............] - ETA: 2s - loss: 10.4299 - mean_absolute_error: 2.44942840/4840 [================>.............] - ETA: 2s - loss: 10.4308 - mean_absolute_error: 2.44982886/4840 [================>.............] - ETA: 2s - loss: 10.4372 - mean_absolute_error: 2.45132931/4840 [=================>............] - ETA: 2s - loss: 10.4347 - mean_absolute_error: 2.45082976/4840 [=================>............] - ETA: 2s - loss: 10.4403 - mean_absolute_error: 2.45173021/4840 [=================>............] - ETA: 2s - loss: 10.4420 - mean_absolute_error: 2.45223064/4840 [=================>............] - ETA: 1s - loss: 10.4398 - mean_absolute_error: 2.45203109/4840 [==================>...........] - ETA: 1s - loss: 10.4428 - mean_absolute_error: 2.45243154/4840 [==================>...........] - ETA: 1s - loss: 10.4438 - mean_absolute_error: 2.45293200/4840 [==================>...........] - ETA: 1s - loss: 10.4564 - mean_absolute_error: 2.45513246/4840 [===================>..........] - ETA: 1s - loss: 10.4652 - mean_absolute_error: 2.45623293/4840 [===================>..........] - ETA: 1s - loss: 10.4557 - mean_absolute_error: 2.45503338/4840 [===================>..........] - ETA: 1s - loss: 10.4558 - mean_absolute_error: 2.45503384/4840 [===================>..........] - ETA: 1s - loss: 10.4617 - mean_absolute_error: 2.45573430/4840 [====================>.........] - ETA: 1s - loss: 10.4714 - mean_absolute_error: 2.45693474/4840 [====================>.........] - ETA: 1s - loss: 10.4692 - mean_absolute_error: 2.45673518/4840 [====================>.........] - ETA: 1s - loss: 10.4722 - mean_absolute_error: 2.45723563/4840 [=====================>........] - ETA: 1s - loss: 10.4680 - mean_absolute_error: 2.45703609/4840 [=====================>........] - ETA: 1s - loss: 10.4672 - mean_absolute_error: 2.45693654/4840 [=====================>........] - ETA: 1s - loss: 10.4764 - mean_absolute_error: 2.45813700/4840 [=====================>........] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45843747/4840 [======================>.......] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.45933793/4840 [======================>.......] - ETA: 1s - loss: 10.4838 - mean_absolute_error: 2.45893839/4840 [======================>.......] - ETA: 1s - loss: 10.4849 - mean_absolute_error: 2.45913886/4840 [=======================>......] - ETA: 1s - loss: 10.4849 - mean_absolute_error: 2.45963933/4840 [=======================>......] - ETA: 1s - loss: 10.4804 - mean_absolute_error: 2.45913979/4840 [=======================>......] - ETA: 0s - loss: 10.4787 - mean_absolute_error: 2.45874023/4840 [=======================>......] - ETA: 0s - loss: 10.4787 - mean_absolute_error: 2.45914068/4840 [========================>.....] - ETA: 0s - loss: 10.4770 - mean_absolute_error: 2.45854113/4840 [========================>.....] - ETA: 0s - loss: 10.4694 - mean_absolute_error: 2.45724159/4840 [========================>.....] - ETA: 0s - loss: 10.4775 - mean_absolute_error: 2.45824204/4840 [=========================>....] - ETA: 0s - loss: 10.4844 - mean_absolute_error: 2.45924251/4840 [=========================>....] - ETA: 0s - loss: 10.4830 - mean_absolute_error: 2.45904297/4840 [=========================>....] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.45974343/4840 [=========================>....] - ETA: 0s - loss: 10.4858 - mean_absolute_error: 2.45954388/4840 [==========================>...] - ETA: 0s - loss: 10.4862 - mean_absolute_error: 2.45934434/4840 [==========================>...] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.45944481/4840 [==========================>...] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.45984528/4840 [===========================>..] - ETA: 0s - loss: 10.4913 - mean_absolute_error: 2.45994575/4840 [===========================>..] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.45984621/4840 [===========================>..] - ETA: 0s - loss: 10.4947 - mean_absolute_error: 2.46034668/4840 [===========================>..] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46004714/4840 [============================>.] - ETA: 0s - loss: 10.4941 - mean_absolute_error: 2.46004761/4840 [============================>.] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46114806/4840 [============================>.] - ETA: 0s - loss: 10.5032 - mean_absolute_error: 2.46114840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4609 - val_loss: 11.5015 - val_mean_absolute_error: 2.5805
Epoch 89/100
   1/4840 [..............................] - ETA: 9s - loss: 3.4315 - mean_absolute_error: 1.3782  47/4840 [..............................] - ETA: 5s - loss: 10.5352 - mean_absolute_error: 2.4760  92/4840 [..............................] - ETA: 5s - loss: 10.3126 - mean_absolute_error: 2.4581 138/4840 [..............................] - ETA: 5s - loss: 10.2446 - mean_absolute_error: 2.4459 184/4840 [>.............................] - ETA: 5s - loss: 10.2044 - mean_absolute_error: 2.4269 230/4840 [>.............................] - ETA: 5s - loss: 10.2697 - mean_absolute_error: 2.4300 276/4840 [>.............................] - ETA: 5s - loss: 10.4100 - mean_absolute_error: 2.4461 323/4840 [=>............................] - ETA: 4s - loss: 10.4613 - mean_absolute_error: 2.4519 369/4840 [=>............................] - ETA: 4s - loss: 10.4978 - mean_absolute_error: 2.4583 415/4840 [=>............................] - ETA: 4s - loss: 10.4553 - mean_absolute_error: 2.4507 461/4840 [=>............................] - ETA: 4s - loss: 10.4420 - mean_absolute_error: 2.4507 505/4840 [==>...........................] - ETA: 4s - loss: 10.4524 - mean_absolute_error: 2.4509 552/4840 [==>...........................] - ETA: 4s - loss: 10.4946 - mean_absolute_error: 2.4588 597/4840 [==>...........................] - ETA: 4s - loss: 10.4144 - mean_absolute_error: 2.4471 642/4840 [==>...........................] - ETA: 4s - loss: 10.4381 - mean_absolute_error: 2.4512 687/4840 [===>..........................] - ETA: 4s - loss: 10.4469 - mean_absolute_error: 2.4527 733/4840 [===>..........................] - ETA: 4s - loss: 10.4508 - mean_absolute_error: 2.4529 780/4840 [===>..........................] - ETA: 4s - loss: 10.4887 - mean_absolute_error: 2.4568 824/4840 [====>.........................] - ETA: 4s - loss: 10.4899 - mean_absolute_error: 2.4577 870/4840 [====>.........................] - ETA: 4s - loss: 10.4652 - mean_absolute_error: 2.4548 916/4840 [====>.........................] - ETA: 4s - loss: 10.4984 - mean_absolute_error: 2.4600 962/4840 [====>.........................] - ETA: 4s - loss: 10.4796 - mean_absolute_error: 2.45771010/4840 [=====>........................] - ETA: 4s - loss: 10.4653 - mean_absolute_error: 2.45471055/4840 [=====>........................] - ETA: 4s - loss: 10.4778 - mean_absolute_error: 2.45651101/4840 [=====>........................] - ETA: 4s - loss: 10.4732 - mean_absolute_error: 2.45541146/4840 [======>.......................] - ETA: 4s - loss: 10.4775 - mean_absolute_error: 2.45581191/4840 [======>.......................] - ETA: 4s - loss: 10.4609 - mean_absolute_error: 2.45491237/4840 [======>.......................] - ETA: 3s - loss: 10.4535 - mean_absolute_error: 2.45421283/4840 [======>.......................] - ETA: 3s - loss: 10.4507 - mean_absolute_error: 2.45341328/4840 [=======>......................] - ETA: 3s - loss: 10.4496 - mean_absolute_error: 2.45381374/4840 [=======>......................] - ETA: 3s - loss: 10.4437 - mean_absolute_error: 2.45321417/4840 [=======>......................] - ETA: 3s - loss: 10.4363 - mean_absolute_error: 2.45211458/4840 [========>.....................] - ETA: 3s - loss: 10.4442 - mean_absolute_error: 2.45201493/4840 [========>.....................] - ETA: 3s - loss: 10.4638 - mean_absolute_error: 2.45551533/4840 [========>.....................] - ETA: 3s - loss: 10.4793 - mean_absolute_error: 2.45741579/4840 [========>.....................] - ETA: 3s - loss: 10.4580 - mean_absolute_error: 2.45491621/4840 [=========>....................] - ETA: 3s - loss: 10.4414 - mean_absolute_error: 2.45331663/4840 [=========>....................] - ETA: 3s - loss: 10.4557 - mean_absolute_error: 2.45591705/4840 [=========>....................] - ETA: 3s - loss: 10.4649 - mean_absolute_error: 2.45661750/4840 [=========>....................] - ETA: 3s - loss: 10.4498 - mean_absolute_error: 2.45481796/4840 [==========>...................] - ETA: 3s - loss: 10.4646 - mean_absolute_error: 2.45691840/4840 [==========>...................] - ETA: 3s - loss: 10.4589 - mean_absolute_error: 2.45591884/4840 [==========>...................] - ETA: 3s - loss: 10.4661 - mean_absolute_error: 2.45661930/4840 [==========>...................] - ETA: 3s - loss: 10.4707 - mean_absolute_error: 2.45711977/4840 [===========>..................] - ETA: 3s - loss: 10.4787 - mean_absolute_error: 2.45822022/4840 [===========>..................] - ETA: 3s - loss: 10.4846 - mean_absolute_error: 2.45942067/4840 [===========>..................] - ETA: 3s - loss: 10.4781 - mean_absolute_error: 2.45892113/4840 [============>.................] - ETA: 3s - loss: 10.4834 - mean_absolute_error: 2.45952158/4840 [============>.................] - ETA: 3s - loss: 10.4930 - mean_absolute_error: 2.46132204/4840 [============>.................] - ETA: 2s - loss: 10.4784 - mean_absolute_error: 2.45932251/4840 [============>.................] - ETA: 2s - loss: 10.4937 - mean_absolute_error: 2.46152297/4840 [=============>................] - ETA: 2s - loss: 10.5045 - mean_absolute_error: 2.46312343/4840 [=============>................] - ETA: 2s - loss: 10.4994 - mean_absolute_error: 2.46302389/4840 [=============>................] - ETA: 2s - loss: 10.4821 - mean_absolute_error: 2.46042436/4840 [==============>...............] - ETA: 2s - loss: 10.4880 - mean_absolute_error: 2.46092481/4840 [==============>...............] - ETA: 2s - loss: 10.4948 - mean_absolute_error: 2.46142526/4840 [==============>...............] - ETA: 2s - loss: 10.4927 - mean_absolute_error: 2.46132573/4840 [==============>...............] - ETA: 2s - loss: 10.4985 - mean_absolute_error: 2.46182618/4840 [===============>..............] - ETA: 2s - loss: 10.5034 - mean_absolute_error: 2.46262665/4840 [===============>..............] - ETA: 2s - loss: 10.4940 - mean_absolute_error: 2.46132711/4840 [===============>..............] - ETA: 2s - loss: 10.5008 - mean_absolute_error: 2.46192757/4840 [================>.............] - ETA: 2s - loss: 10.5009 - mean_absolute_error: 2.46222804/4840 [================>.............] - ETA: 2s - loss: 10.4909 - mean_absolute_error: 2.46072851/4840 [================>.............] - ETA: 2s - loss: 10.4872 - mean_absolute_error: 2.46012897/4840 [================>.............] - ETA: 2s - loss: 10.4760 - mean_absolute_error: 2.45882942/4840 [=================>............] - ETA: 2s - loss: 10.4812 - mean_absolute_error: 2.45972987/4840 [=================>............] - ETA: 2s - loss: 10.4896 - mean_absolute_error: 2.46093033/4840 [=================>............] - ETA: 2s - loss: 10.4794 - mean_absolute_error: 2.45973080/4840 [==================>...........] - ETA: 1s - loss: 10.4794 - mean_absolute_error: 2.45943127/4840 [==================>...........] - ETA: 1s - loss: 10.4863 - mean_absolute_error: 2.46063174/4840 [==================>...........] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46263220/4840 [==================>...........] - ETA: 1s - loss: 10.4971 - mean_absolute_error: 2.46233266/4840 [===================>..........] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46253313/4840 [===================>..........] - ETA: 1s - loss: 10.4960 - mean_absolute_error: 2.46133361/4840 [===================>..........] - ETA: 1s - loss: 10.4885 - mean_absolute_error: 2.46013407/4840 [====================>.........] - ETA: 1s - loss: 10.4909 - mean_absolute_error: 2.45983452/4840 [====================>.........] - ETA: 1s - loss: 10.4983 - mean_absolute_error: 2.46083497/4840 [====================>.........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46053540/4840 [====================>.........] - ETA: 1s - loss: 10.4922 - mean_absolute_error: 2.46003586/4840 [=====================>........] - ETA: 1s - loss: 10.4954 - mean_absolute_error: 2.45993632/4840 [=====================>........] - ETA: 1s - loss: 10.5035 - mean_absolute_error: 2.46113677/4840 [=====================>........] - ETA: 1s - loss: 10.5024 - mean_absolute_error: 2.46143723/4840 [======================>.......] - ETA: 1s - loss: 10.5012 - mean_absolute_error: 2.46123769/4840 [======================>.......] - ETA: 1s - loss: 10.5042 - mean_absolute_error: 2.46143814/4840 [======================>.......] - ETA: 1s - loss: 10.5079 - mean_absolute_error: 2.46243861/4840 [======================>.......] - ETA: 1s - loss: 10.5130 - mean_absolute_error: 2.46313907/4840 [=======================>......] - ETA: 1s - loss: 10.5087 - mean_absolute_error: 2.46253952/4840 [=======================>......] - ETA: 0s - loss: 10.5069 - mean_absolute_error: 2.46223999/4840 [=======================>......] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46214045/4840 [========================>.....] - ETA: 0s - loss: 10.5114 - mean_absolute_error: 2.46284090/4840 [========================>.....] - ETA: 0s - loss: 10.5120 - mean_absolute_error: 2.46294137/4840 [========================>.....] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46144182/4840 [========================>.....] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46234226/4840 [=========================>....] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46154271/4840 [=========================>....] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46214317/4840 [=========================>....] - ETA: 0s - loss: 10.5076 - mean_absolute_error: 2.46244363/4840 [==========================>...] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46144409/4840 [==========================>...] - ETA: 0s - loss: 10.5003 - mean_absolute_error: 2.46164453/4840 [==========================>...] - ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46184499/4840 [==========================>...] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46144545/4840 [===========================>..] - ETA: 0s - loss: 10.5052 - mean_absolute_error: 2.46184591/4840 [===========================>..] - ETA: 0s - loss: 10.5051 - mean_absolute_error: 2.46194638/4840 [===========================>..] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46094684/4840 [============================>.] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.46064730/4840 [============================>.] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.46084776/4840 [============================>.] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46094822/4840 [============================>.] - ETA: 0s - loss: 10.5064 - mean_absolute_error: 2.46194840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4615 - val_loss: 11.4992 - val_mean_absolute_error: 2.5801
Epoch 90/100
   1/4840 [..............................] - ETA: 9s - loss: 10.4985 - mean_absolute_error: 2.3047  46/4840 [..............................] - ETA: 5s - loss: 10.0207 - mean_absolute_error: 2.3988  92/4840 [..............................] - ETA: 5s - loss: 10.2352 - mean_absolute_error: 2.4269 139/4840 [..............................] - ETA: 5s - loss: 10.2393 - mean_absolute_error: 2.4194 185/4840 [>.............................] - ETA: 5s - loss: 10.2674 - mean_absolute_error: 2.4224 229/4840 [>.............................] - ETA: 5s - loss: 10.3266 - mean_absolute_error: 2.4312 275/4840 [>.............................] - ETA: 5s - loss: 10.3822 - mean_absolute_error: 2.4426 318/4840 [>.............................] - ETA: 5s - loss: 10.3431 - mean_absolute_error: 2.4412 364/4840 [=>............................] - ETA: 4s - loss: 10.3351 - mean_absolute_error: 2.4422 408/4840 [=>............................] - ETA: 4s - loss: 10.2733 - mean_absolute_error: 2.4314 453/4840 [=>............................] - ETA: 4s - loss: 10.2483 - mean_absolute_error: 2.4275 500/4840 [==>...........................] - ETA: 4s - loss: 10.2232 - mean_absolute_error: 2.4245 545/4840 [==>...........................] - ETA: 4s - loss: 10.2034 - mean_absolute_error: 2.4199 590/4840 [==>...........................] - ETA: 4s - loss: 10.1812 - mean_absolute_error: 2.4181 635/4840 [==>...........................] - ETA: 4s - loss: 10.1875 - mean_absolute_error: 2.4203 682/4840 [===>..........................] - ETA: 4s - loss: 10.2220 - mean_absolute_error: 2.4230 726/4840 [===>..........................] - ETA: 4s - loss: 10.2610 - mean_absolute_error: 2.4290 772/4840 [===>..........................] - ETA: 4s - loss: 10.2629 - mean_absolute_error: 2.4286 818/4840 [====>.........................] - ETA: 4s - loss: 10.2820 - mean_absolute_error: 2.4314 865/4840 [====>.........................] - ETA: 4s - loss: 10.3241 - mean_absolute_error: 2.4368 910/4840 [====>.........................] - ETA: 4s - loss: 10.3318 - mean_absolute_error: 2.4382 955/4840 [====>.........................] - ETA: 4s - loss: 10.3595 - mean_absolute_error: 2.44191001/4840 [=====>........................] - ETA: 4s - loss: 10.3741 - mean_absolute_error: 2.44501047/4840 [=====>........................] - ETA: 4s - loss: 10.3899 - mean_absolute_error: 2.44601094/4840 [=====>........................] - ETA: 4s - loss: 10.4072 - mean_absolute_error: 2.44821138/4840 [======>.......................] - ETA: 4s - loss: 10.4128 - mean_absolute_error: 2.44901183/4840 [======>.......................] - ETA: 4s - loss: 10.4246 - mean_absolute_error: 2.45001227/4840 [======>.......................] - ETA: 4s - loss: 10.4244 - mean_absolute_error: 2.44971272/4840 [======>.......................] - ETA: 3s - loss: 10.4296 - mean_absolute_error: 2.45051318/4840 [=======>......................] - ETA: 3s - loss: 10.3977 - mean_absolute_error: 2.44701365/4840 [=======>......................] - ETA: 3s - loss: 10.3845 - mean_absolute_error: 2.44501411/4840 [=======>......................] - ETA: 3s - loss: 10.3641 - mean_absolute_error: 2.44261457/4840 [========>.....................] - ETA: 3s - loss: 10.3905 - mean_absolute_error: 2.44621503/4840 [========>.....................] - ETA: 3s - loss: 10.3916 - mean_absolute_error: 2.44611549/4840 [========>.....................] - ETA: 3s - loss: 10.4015 - mean_absolute_error: 2.44741594/4840 [========>.....................] - ETA: 3s - loss: 10.4111 - mean_absolute_error: 2.44851640/4840 [=========>....................] - ETA: 3s - loss: 10.4174 - mean_absolute_error: 2.44891686/4840 [=========>....................] - ETA: 3s - loss: 10.4083 - mean_absolute_error: 2.44801731/4840 [=========>....................] - ETA: 3s - loss: 10.4092 - mean_absolute_error: 2.44791778/4840 [==========>...................] - ETA: 3s - loss: 10.4287 - mean_absolute_error: 2.45001824/4840 [==========>...................] - ETA: 3s - loss: 10.4562 - mean_absolute_error: 2.45291868/4840 [==========>...................] - ETA: 3s - loss: 10.4654 - mean_absolute_error: 2.45451915/4840 [==========>...................] - ETA: 3s - loss: 10.4749 - mean_absolute_error: 2.45551962/4840 [===========>..................] - ETA: 3s - loss: 10.4908 - mean_absolute_error: 2.45732007/4840 [===========>..................] - ETA: 3s - loss: 10.4888 - mean_absolute_error: 2.45722052/4840 [===========>..................] - ETA: 3s - loss: 10.4690 - mean_absolute_error: 2.45512098/4840 [============>.................] - ETA: 3s - loss: 10.4547 - mean_absolute_error: 2.45342142/4840 [============>.................] - ETA: 2s - loss: 10.4653 - mean_absolute_error: 2.45482187/4840 [============>.................] - ETA: 2s - loss: 10.4538 - mean_absolute_error: 2.45352233/4840 [============>.................] - ETA: 2s - loss: 10.4566 - mean_absolute_error: 2.45402279/4840 [=============>................] - ETA: 2s - loss: 10.4524 - mean_absolute_error: 2.45392326/4840 [=============>................] - ETA: 2s - loss: 10.4416 - mean_absolute_error: 2.45272372/4840 [=============>................] - ETA: 2s - loss: 10.4443 - mean_absolute_error: 2.45332418/4840 [=============>................] - ETA: 2s - loss: 10.4471 - mean_absolute_error: 2.45382463/4840 [==============>...............] - ETA: 2s - loss: 10.4460 - mean_absolute_error: 2.45352509/4840 [==============>...............] - ETA: 2s - loss: 10.4423 - mean_absolute_error: 2.45342554/4840 [==============>...............] - ETA: 2s - loss: 10.4582 - mean_absolute_error: 2.45602599/4840 [===============>..............] - ETA: 2s - loss: 10.4716 - mean_absolute_error: 2.45772645/4840 [===============>..............] - ETA: 2s - loss: 10.4840 - mean_absolute_error: 2.45962691/4840 [===============>..............] - ETA: 2s - loss: 10.4856 - mean_absolute_error: 2.46002737/4840 [===============>..............] - ETA: 2s - loss: 10.4727 - mean_absolute_error: 2.45802783/4840 [================>.............] - ETA: 2s - loss: 10.4683 - mean_absolute_error: 2.45792830/4840 [================>.............] - ETA: 2s - loss: 10.4706 - mean_absolute_error: 2.45862876/4840 [================>.............] - ETA: 2s - loss: 10.4652 - mean_absolute_error: 2.45802920/4840 [=================>............] - ETA: 2s - loss: 10.4739 - mean_absolute_error: 2.45942965/4840 [=================>............] - ETA: 2s - loss: 10.4761 - mean_absolute_error: 2.46003010/4840 [=================>............] - ETA: 2s - loss: 10.4799 - mean_absolute_error: 2.46053054/4840 [=================>............] - ETA: 1s - loss: 10.4891 - mean_absolute_error: 2.46093099/4840 [==================>...........] - ETA: 1s - loss: 10.4787 - mean_absolute_error: 2.45983145/4840 [==================>...........] - ETA: 1s - loss: 10.4872 - mean_absolute_error: 2.46113191/4840 [==================>...........] - ETA: 1s - loss: 10.4923 - mean_absolute_error: 2.46183238/4840 [===================>..........] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46263286/4840 [===================>..........] - ETA: 1s - loss: 10.4975 - mean_absolute_error: 2.46223332/4840 [===================>..........] - ETA: 1s - loss: 10.4929 - mean_absolute_error: 2.46173378/4840 [===================>..........] - ETA: 1s - loss: 10.4935 - mean_absolute_error: 2.46173422/4840 [====================>.........] - ETA: 1s - loss: 10.5016 - mean_absolute_error: 2.46263467/4840 [====================>.........] - ETA: 1s - loss: 10.4973 - mean_absolute_error: 2.46183512/4840 [====================>.........] - ETA: 1s - loss: 10.4876 - mean_absolute_error: 2.46043558/4840 [=====================>........] - ETA: 1s - loss: 10.4942 - mean_absolute_error: 2.46113604/4840 [=====================>........] - ETA: 1s - loss: 10.5069 - mean_absolute_error: 2.46253650/4840 [=====================>........] - ETA: 1s - loss: 10.4997 - mean_absolute_error: 2.46163696/4840 [=====================>........] - ETA: 1s - loss: 10.5024 - mean_absolute_error: 2.46203743/4840 [======================>.......] - ETA: 1s - loss: 10.5008 - mean_absolute_error: 2.46193789/4840 [======================>.......] - ETA: 1s - loss: 10.5049 - mean_absolute_error: 2.46233835/4840 [======================>.......] - ETA: 1s - loss: 10.5120 - mean_absolute_error: 2.46313880/4840 [=======================>......] - ETA: 1s - loss: 10.5072 - mean_absolute_error: 2.46233925/4840 [=======================>......] - ETA: 1s - loss: 10.5020 - mean_absolute_error: 2.46173970/4840 [=======================>......] - ETA: 0s - loss: 10.5041 - mean_absolute_error: 2.46254013/4840 [=======================>......] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46204059/4840 [========================>.....] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46194104/4840 [========================>.....] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46204152/4840 [========================>.....] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46164198/4840 [=========================>....] - ETA: 0s - loss: 10.4973 - mean_absolute_error: 2.46134244/4840 [=========================>....] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46224290/4840 [=========================>....] - ETA: 0s - loss: 10.5009 - mean_absolute_error: 2.46184335/4840 [=========================>....] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46174382/4840 [==========================>...] - ETA: 0s - loss: 10.4911 - mean_absolute_error: 2.46034429/4840 [==========================>...] - ETA: 0s - loss: 10.4910 - mean_absolute_error: 2.46064474/4840 [==========================>...] - ETA: 0s - loss: 10.4928 - mean_absolute_error: 2.46054520/4840 [===========================>..] - ETA: 0s - loss: 10.4936 - mean_absolute_error: 2.46044566/4840 [===========================>..] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46024611/4840 [===========================>..] - ETA: 0s - loss: 10.4980 - mean_absolute_error: 2.46104657/4840 [===========================>..] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.46034703/4840 [============================>.] - ETA: 0s - loss: 10.5002 - mean_absolute_error: 2.46104749/4840 [============================>.] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46094796/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46114840/4840 [==============================] - 6s 1ms/step - loss: 10.5033 - mean_absolute_error: 2.4615 - val_loss: 11.4977 - val_mean_absolute_error: 2.5800
Epoch 91/100
   1/4840 [..............................] - ETA: 9s - loss: 12.5183 - mean_absolute_error: 2.6905  46/4840 [..............................] - ETA: 5s - loss: 10.2901 - mean_absolute_error: 2.4398  92/4840 [..............................] - ETA: 5s - loss: 10.1617 - mean_absolute_error: 2.4152 137/4840 [..............................] - ETA: 5s - loss: 10.3020 - mean_absolute_error: 2.4464 181/4840 [>.............................] - ETA: 5s - loss: 10.2695 - mean_absolute_error: 2.4378 227/4840 [>.............................] - ETA: 5s - loss: 10.4024 - mean_absolute_error: 2.4502 271/4840 [>.............................] - ETA: 5s - loss: 10.3536 - mean_absolute_error: 2.4459 316/4840 [>.............................] - ETA: 5s - loss: 10.4060 - mean_absolute_error: 2.4512 361/4840 [=>............................] - ETA: 5s - loss: 10.3937 - mean_absolute_error: 2.4518 407/4840 [=>............................] - ETA: 4s - loss: 10.4226 - mean_absolute_error: 2.4528 453/4840 [=>............................] - ETA: 4s - loss: 10.4667 - mean_absolute_error: 2.4621 499/4840 [==>...........................] - ETA: 4s - loss: 10.5089 - mean_absolute_error: 2.4674 545/4840 [==>...........................] - ETA: 4s - loss: 10.5523 - mean_absolute_error: 2.4736 591/4840 [==>...........................] - ETA: 4s - loss: 10.5525 - mean_absolute_error: 2.4719 637/4840 [==>...........................] - ETA: 4s - loss: 10.5240 - mean_absolute_error: 2.4688 682/4840 [===>..........................] - ETA: 4s - loss: 10.4787 - mean_absolute_error: 2.4637 725/4840 [===>..........................] - ETA: 4s - loss: 10.4772 - mean_absolute_error: 2.4622 767/4840 [===>..........................] - ETA: 4s - loss: 10.5374 - mean_absolute_error: 2.4711 813/4840 [====>.........................] - ETA: 4s - loss: 10.4903 - mean_absolute_error: 2.4647 858/4840 [====>.........................] - ETA: 4s - loss: 10.5085 - mean_absolute_error: 2.4655 904/4840 [====>.........................] - ETA: 4s - loss: 10.5269 - mean_absolute_error: 2.4668 950/4840 [====>.........................] - ETA: 4s - loss: 10.5224 - mean_absolute_error: 2.4660 995/4840 [=====>........................] - ETA: 4s - loss: 10.5205 - mean_absolute_error: 2.46581040/4840 [=====>........................] - ETA: 4s - loss: 10.5193 - mean_absolute_error: 2.46461086/4840 [=====>........................] - ETA: 4s - loss: 10.5051 - mean_absolute_error: 2.46321133/4840 [======>.......................] - ETA: 4s - loss: 10.4856 - mean_absolute_error: 2.46121178/4840 [======>.......................] - ETA: 4s - loss: 10.4813 - mean_absolute_error: 2.46011224/4840 [======>.......................] - ETA: 4s - loss: 10.4859 - mean_absolute_error: 2.46001271/4840 [======>.......................] - ETA: 3s - loss: 10.4981 - mean_absolute_error: 2.46111317/4840 [=======>......................] - ETA: 3s - loss: 10.5014 - mean_absolute_error: 2.46071362/4840 [=======>......................] - ETA: 3s - loss: 10.4955 - mean_absolute_error: 2.45991409/4840 [=======>......................] - ETA: 3s - loss: 10.4916 - mean_absolute_error: 2.45941455/4840 [========>.....................] - ETA: 3s - loss: 10.4809 - mean_absolute_error: 2.45821502/4840 [========>.....................] - ETA: 3s - loss: 10.4821 - mean_absolute_error: 2.45841546/4840 [========>.....................] - ETA: 3s - loss: 10.4729 - mean_absolute_error: 2.45751593/4840 [========>.....................] - ETA: 3s - loss: 10.4781 - mean_absolute_error: 2.45801637/4840 [=========>....................] - ETA: 3s - loss: 10.4840 - mean_absolute_error: 2.45901682/4840 [=========>....................] - ETA: 3s - loss: 10.4694 - mean_absolute_error: 2.45721729/4840 [=========>....................] - ETA: 3s - loss: 10.4923 - mean_absolute_error: 2.46031775/4840 [==========>...................] - ETA: 3s - loss: 10.4934 - mean_absolute_error: 2.46081821/4840 [==========>...................] - ETA: 3s - loss: 10.4617 - mean_absolute_error: 2.45691867/4840 [==========>...................] - ETA: 3s - loss: 10.4639 - mean_absolute_error: 2.45671913/4840 [==========>...................] - ETA: 3s - loss: 10.4648 - mean_absolute_error: 2.45671958/4840 [===========>..................] - ETA: 3s - loss: 10.4590 - mean_absolute_error: 2.45592003/4840 [===========>..................] - ETA: 3s - loss: 10.4562 - mean_absolute_error: 2.45522050/4840 [===========>..................] - ETA: 3s - loss: 10.4646 - mean_absolute_error: 2.45672096/4840 [===========>..................] - ETA: 3s - loss: 10.4566 - mean_absolute_error: 2.45552142/4840 [============>.................] - ETA: 2s - loss: 10.4704 - mean_absolute_error: 2.45752188/4840 [============>.................] - ETA: 2s - loss: 10.4601 - mean_absolute_error: 2.45482234/4840 [============>.................] - ETA: 2s - loss: 10.4595 - mean_absolute_error: 2.45492281/4840 [=============>................] - ETA: 2s - loss: 10.4638 - mean_absolute_error: 2.45552327/4840 [=============>................] - ETA: 2s - loss: 10.4671 - mean_absolute_error: 2.45582373/4840 [=============>................] - ETA: 2s - loss: 10.4649 - mean_absolute_error: 2.45532419/4840 [=============>................] - ETA: 2s - loss: 10.4654 - mean_absolute_error: 2.45542465/4840 [==============>...............] - ETA: 2s - loss: 10.4665 - mean_absolute_error: 2.45572510/4840 [==============>...............] - ETA: 2s - loss: 10.4675 - mean_absolute_error: 2.45582555/4840 [==============>...............] - ETA: 2s - loss: 10.4692 - mean_absolute_error: 2.45582600/4840 [===============>..............] - ETA: 2s - loss: 10.4564 - mean_absolute_error: 2.45452646/4840 [===============>..............] - ETA: 2s - loss: 10.4533 - mean_absolute_error: 2.45392692/4840 [===============>..............] - ETA: 2s - loss: 10.4472 - mean_absolute_error: 2.45332739/4840 [===============>..............] - ETA: 2s - loss: 10.4422 - mean_absolute_error: 2.45262783/4840 [================>.............] - ETA: 2s - loss: 10.4374 - mean_absolute_error: 2.45242830/4840 [================>.............] - ETA: 2s - loss: 10.4448 - mean_absolute_error: 2.45312876/4840 [================>.............] - ETA: 2s - loss: 10.4562 - mean_absolute_error: 2.45452921/4840 [=================>............] - ETA: 2s - loss: 10.4568 - mean_absolute_error: 2.45482969/4840 [=================>............] - ETA: 2s - loss: 10.4668 - mean_absolute_error: 2.45623015/4840 [=================>............] - ETA: 2s - loss: 10.4715 - mean_absolute_error: 2.45643059/4840 [=================>............] - ETA: 1s - loss: 10.4643 - mean_absolute_error: 2.45553104/4840 [==================>...........] - ETA: 1s - loss: 10.4697 - mean_absolute_error: 2.45643150/4840 [==================>...........] - ETA: 1s - loss: 10.4639 - mean_absolute_error: 2.45573195/4840 [==================>...........] - ETA: 1s - loss: 10.4603 - mean_absolute_error: 2.45533241/4840 [===================>..........] - ETA: 1s - loss: 10.4562 - mean_absolute_error: 2.45453287/4840 [===================>..........] - ETA: 1s - loss: 10.4574 - mean_absolute_error: 2.45463332/4840 [===================>..........] - ETA: 1s - loss: 10.4649 - mean_absolute_error: 2.45573377/4840 [===================>..........] - ETA: 1s - loss: 10.4661 - mean_absolute_error: 2.45603422/4840 [====================>.........] - ETA: 1s - loss: 10.4655 - mean_absolute_error: 2.45583467/4840 [====================>.........] - ETA: 1s - loss: 10.4667 - mean_absolute_error: 2.45583511/4840 [====================>.........] - ETA: 1s - loss: 10.4668 - mean_absolute_error: 2.45573557/4840 [=====================>........] - ETA: 1s - loss: 10.4774 - mean_absolute_error: 2.45713603/4840 [=====================>........] - ETA: 1s - loss: 10.4741 - mean_absolute_error: 2.45703649/4840 [=====================>........] - ETA: 1s - loss: 10.4702 - mean_absolute_error: 2.45633695/4840 [=====================>........] - ETA: 1s - loss: 10.4659 - mean_absolute_error: 2.45553740/4840 [======================>.......] - ETA: 1s - loss: 10.4640 - mean_absolute_error: 2.45543784/4840 [======================>.......] - ETA: 1s - loss: 10.4647 - mean_absolute_error: 2.45593830/4840 [======================>.......] - ETA: 1s - loss: 10.4640 - mean_absolute_error: 2.45613877/4840 [=======================>......] - ETA: 1s - loss: 10.4618 - mean_absolute_error: 2.45593923/4840 [=======================>......] - ETA: 1s - loss: 10.4643 - mean_absolute_error: 2.45623968/4840 [=======================>......] - ETA: 0s - loss: 10.4677 - mean_absolute_error: 2.45674013/4840 [=======================>......] - ETA: 0s - loss: 10.4727 - mean_absolute_error: 2.45744059/4840 [========================>.....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.45844105/4840 [========================>.....] - ETA: 0s - loss: 10.4758 - mean_absolute_error: 2.45784151/4840 [========================>.....] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.45844197/4840 [=========================>....] - ETA: 0s - loss: 10.4773 - mean_absolute_error: 2.45794242/4840 [=========================>....] - ETA: 0s - loss: 10.4799 - mean_absolute_error: 2.45824286/4840 [=========================>....] - ETA: 0s - loss: 10.4846 - mean_absolute_error: 2.45894333/4840 [=========================>....] - ETA: 0s - loss: 10.4840 - mean_absolute_error: 2.45904377/4840 [==========================>...] - ETA: 0s - loss: 10.4905 - mean_absolute_error: 2.45964422/4840 [==========================>...] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.45994467/4840 [==========================>...] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.45954512/4840 [==========================>...] - ETA: 0s - loss: 10.4894 - mean_absolute_error: 2.45894558/4840 [===========================>..] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46014604/4840 [===========================>..] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46124649/4840 [===========================>..] - ETA: 0s - loss: 10.4980 - mean_absolute_error: 2.46064696/4840 [============================>.] - ETA: 0s - loss: 10.4958 - mean_absolute_error: 2.46064742/4840 [============================>.] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46044789/4840 [============================>.] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46094835/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46084840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4609 - val_loss: 11.4966 - val_mean_absolute_error: 2.5804
Epoch 92/100
   1/4840 [..............................] - ETA: 9s - loss: 11.8894 - mean_absolute_error: 2.3553  44/4840 [..............................] - ETA: 5s - loss: 10.2143 - mean_absolute_error: 2.4252  90/4840 [..............................] - ETA: 5s - loss: 10.4237 - mean_absolute_error: 2.4666 134/4840 [..............................] - ETA: 5s - loss: 10.4788 - mean_absolute_error: 2.4630 179/4840 [>.............................] - ETA: 5s - loss: 10.4490 - mean_absolute_error: 2.4562 222/4840 [>.............................] - ETA: 5s - loss: 10.5902 - mean_absolute_error: 2.4725 266/4840 [>.............................] - ETA: 5s - loss: 10.5990 - mean_absolute_error: 2.4735 307/4840 [>.............................] - ETA: 5s - loss: 10.5886 - mean_absolute_error: 2.4730 344/4840 [=>............................] - ETA: 5s - loss: 10.6332 - mean_absolute_error: 2.4810 369/4840 [=>............................] - ETA: 5s - loss: 10.6041 - mean_absolute_error: 2.4767 396/4840 [=>............................] - ETA: 5s - loss: 10.5539 - mean_absolute_error: 2.4716 430/4840 [=>............................] - ETA: 5s - loss: 10.4890 - mean_absolute_error: 2.4621 468/4840 [=>............................] - ETA: 5s - loss: 10.4497 - mean_absolute_error: 2.4546 510/4840 [==>...........................] - ETA: 5s - loss: 10.4425 - mean_absolute_error: 2.4540 539/4840 [==>...........................] - ETA: 5s - loss: 10.4360 - mean_absolute_error: 2.4561 568/4840 [==>...........................] - ETA: 5s - loss: 10.4947 - mean_absolute_error: 2.4623 599/4840 [==>...........................] - ETA: 5s - loss: 10.5393 - mean_absolute_error: 2.4686 631/4840 [==>...........................] - ETA: 5s - loss: 10.5502 - mean_absolute_error: 2.4701 663/4840 [===>..........................] - ETA: 5s - loss: 10.5114 - mean_absolute_error: 2.4652 693/4840 [===>..........................] - ETA: 5s - loss: 10.4512 - mean_absolute_error: 2.4553 721/4840 [===>..........................] - ETA: 5s - loss: 10.4254 - mean_absolute_error: 2.4521 749/4840 [===>..........................] - ETA: 5s - loss: 10.4099 - mean_absolute_error: 2.4505 779/4840 [===>..........................] - ETA: 5s - loss: 10.4032 - mean_absolute_error: 2.4510 807/4840 [====>.........................] - ETA: 5s - loss: 10.4139 - mean_absolute_error: 2.4516 834/4840 [====>.........................] - ETA: 5s - loss: 10.4115 - mean_absolute_error: 2.4517 862/4840 [====>.........................] - ETA: 5s - loss: 10.4064 - mean_absolute_error: 2.4508 889/4840 [====>.........................] - ETA: 5s - loss: 10.4079 - mean_absolute_error: 2.4505 913/4840 [====>.........................] - ETA: 5s - loss: 10.4103 - mean_absolute_error: 2.4512 942/4840 [====>.........................] - ETA: 5s - loss: 10.3929 - mean_absolute_error: 2.4482 970/4840 [=====>........................] - ETA: 5s - loss: 10.4081 - mean_absolute_error: 2.45091000/4840 [=====>........................] - ETA: 5s - loss: 10.4260 - mean_absolute_error: 2.45281034/4840 [=====>........................] - ETA: 5s - loss: 10.4473 - mean_absolute_error: 2.45561069/4840 [=====>........................] - ETA: 5s - loss: 10.4350 - mean_absolute_error: 2.45331111/4840 [=====>........................] - ETA: 5s - loss: 10.4317 - mean_absolute_error: 2.45231154/4840 [======>.......................] - ETA: 5s - loss: 10.4235 - mean_absolute_error: 2.45171197/4840 [======>.......................] - ETA: 5s - loss: 10.4304 - mean_absolute_error: 2.45201240/4840 [======>.......................] - ETA: 5s - loss: 10.4502 - mean_absolute_error: 2.45401283/4840 [======>.......................] - ETA: 5s - loss: 10.4669 - mean_absolute_error: 2.45581327/4840 [=======>......................] - ETA: 5s - loss: 10.4683 - mean_absolute_error: 2.45581369/4840 [=======>......................] - ETA: 5s - loss: 10.4627 - mean_absolute_error: 2.45511410/4840 [=======>......................] - ETA: 4s - loss: 10.4616 - mean_absolute_error: 2.45441454/4840 [========>.....................] - ETA: 4s - loss: 10.4777 - mean_absolute_error: 2.45741497/4840 [========>.....................] - ETA: 4s - loss: 10.4608 - mean_absolute_error: 2.45641541/4840 [========>.....................] - ETA: 4s - loss: 10.4585 - mean_absolute_error: 2.45531581/4840 [========>.....................] - ETA: 4s - loss: 10.4628 - mean_absolute_error: 2.45631622/4840 [=========>....................] - ETA: 4s - loss: 10.4573 - mean_absolute_error: 2.45521661/4840 [=========>....................] - ETA: 4s - loss: 10.4679 - mean_absolute_error: 2.45611705/4840 [=========>....................] - ETA: 4s - loss: 10.4527 - mean_absolute_error: 2.45411749/4840 [=========>....................] - ETA: 4s - loss: 10.4562 - mean_absolute_error: 2.45471795/4840 [==========>...................] - ETA: 4s - loss: 10.4531 - mean_absolute_error: 2.45421840/4840 [==========>...................] - ETA: 4s - loss: 10.4525 - mean_absolute_error: 2.45361884/4840 [==========>...................] - ETA: 4s - loss: 10.4545 - mean_absolute_error: 2.45391924/4840 [==========>...................] - ETA: 3s - loss: 10.4594 - mean_absolute_error: 2.45501965/4840 [===========>..................] - ETA: 3s - loss: 10.4619 - mean_absolute_error: 2.45502006/4840 [===========>..................] - ETA: 3s - loss: 10.4709 - mean_absolute_error: 2.45582049/4840 [===========>..................] - ETA: 3s - loss: 10.4682 - mean_absolute_error: 2.45482091/4840 [===========>..................] - ETA: 3s - loss: 10.4698 - mean_absolute_error: 2.45482136/4840 [============>.................] - ETA: 3s - loss: 10.4702 - mean_absolute_error: 2.45472183/4840 [============>.................] - ETA: 3s - loss: 10.4671 - mean_absolute_error: 2.45442227/4840 [============>.................] - ETA: 3s - loss: 10.4589 - mean_absolute_error: 2.45302273/4840 [=============>................] - ETA: 3s - loss: 10.4298 - mean_absolute_error: 2.44912316/4840 [=============>................] - ETA: 3s - loss: 10.4262 - mean_absolute_error: 2.44862361/4840 [=============>................] - ETA: 3s - loss: 10.4281 - mean_absolute_error: 2.44872403/4840 [=============>................] - ETA: 3s - loss: 10.4288 - mean_absolute_error: 2.44942448/4840 [==============>...............] - ETA: 3s - loss: 10.4215 - mean_absolute_error: 2.44872494/4840 [==============>...............] - ETA: 3s - loss: 10.4277 - mean_absolute_error: 2.44972538/4840 [==============>...............] - ETA: 3s - loss: 10.4211 - mean_absolute_error: 2.44922582/4840 [===============>..............] - ETA: 2s - loss: 10.4225 - mean_absolute_error: 2.44962626/4840 [===============>..............] - ETA: 2s - loss: 10.4284 - mean_absolute_error: 2.45052671/4840 [===============>..............] - ETA: 2s - loss: 10.4362 - mean_absolute_error: 2.45122717/4840 [===============>..............] - ETA: 2s - loss: 10.4349 - mean_absolute_error: 2.45072761/4840 [================>.............] - ETA: 2s - loss: 10.4316 - mean_absolute_error: 2.44992807/4840 [================>.............] - ETA: 2s - loss: 10.4338 - mean_absolute_error: 2.45042851/4840 [================>.............] - ETA: 2s - loss: 10.4270 - mean_absolute_error: 2.44962898/4840 [================>.............] - ETA: 2s - loss: 10.4404 - mean_absolute_error: 2.45122943/4840 [=================>............] - ETA: 2s - loss: 10.4338 - mean_absolute_error: 2.45032989/4840 [=================>............] - ETA: 2s - loss: 10.4381 - mean_absolute_error: 2.45073034/4840 [=================>............] - ETA: 2s - loss: 10.4388 - mean_absolute_error: 2.45123080/4840 [==================>...........] - ETA: 2s - loss: 10.4430 - mean_absolute_error: 2.45193124/4840 [==================>...........] - ETA: 2s - loss: 10.4458 - mean_absolute_error: 2.45233170/4840 [==================>...........] - ETA: 2s - loss: 10.4513 - mean_absolute_error: 2.45303215/4840 [==================>...........] - ETA: 2s - loss: 10.4470 - mean_absolute_error: 2.45253260/4840 [===================>..........] - ETA: 2s - loss: 10.4423 - mean_absolute_error: 2.45233304/4840 [===================>..........] - ETA: 1s - loss: 10.4490 - mean_absolute_error: 2.45313349/4840 [===================>..........] - ETA: 1s - loss: 10.4605 - mean_absolute_error: 2.45473393/4840 [====================>.........] - ETA: 1s - loss: 10.4546 - mean_absolute_error: 2.45403438/4840 [====================>.........] - ETA: 1s - loss: 10.4583 - mean_absolute_error: 2.45423479/4840 [====================>.........] - ETA: 1s - loss: 10.4657 - mean_absolute_error: 2.45453521/4840 [====================>.........] - ETA: 1s - loss: 10.4644 - mean_absolute_error: 2.45453566/4840 [=====================>........] - ETA: 1s - loss: 10.4689 - mean_absolute_error: 2.45483611/4840 [=====================>........] - ETA: 1s - loss: 10.4733 - mean_absolute_error: 2.45563657/4840 [=====================>........] - ETA: 1s - loss: 10.4776 - mean_absolute_error: 2.45623701/4840 [=====================>........] - ETA: 1s - loss: 10.4748 - mean_absolute_error: 2.45593747/4840 [======================>.......] - ETA: 1s - loss: 10.4734 - mean_absolute_error: 2.45583793/4840 [======================>.......] - ETA: 1s - loss: 10.4757 - mean_absolute_error: 2.45603836/4840 [======================>.......] - ETA: 1s - loss: 10.4775 - mean_absolute_error: 2.45633881/4840 [=======================>......] - ETA: 1s - loss: 10.4684 - mean_absolute_error: 2.45533927/4840 [=======================>......] - ETA: 1s - loss: 10.4613 - mean_absolute_error: 2.45433973/4840 [=======================>......] - ETA: 1s - loss: 10.4602 - mean_absolute_error: 2.45454017/4840 [=======================>......] - ETA: 1s - loss: 10.4636 - mean_absolute_error: 2.45504062/4840 [========================>.....] - ETA: 0s - loss: 10.4734 - mean_absolute_error: 2.45614108/4840 [========================>.....] - ETA: 0s - loss: 10.4739 - mean_absolute_error: 2.45614153/4840 [========================>.....] - ETA: 0s - loss: 10.4768 - mean_absolute_error: 2.45634196/4840 [=========================>....] - ETA: 0s - loss: 10.4780 - mean_absolute_error: 2.45624241/4840 [=========================>....] - ETA: 0s - loss: 10.4772 - mean_absolute_error: 2.45614287/4840 [=========================>....] - ETA: 0s - loss: 10.4744 - mean_absolute_error: 2.45584331/4840 [=========================>....] - ETA: 0s - loss: 10.4804 - mean_absolute_error: 2.45654373/4840 [==========================>...] - ETA: 0s - loss: 10.4865 - mean_absolute_error: 2.45754417/4840 [==========================>...] - ETA: 0s - loss: 10.4875 - mean_absolute_error: 2.45754462/4840 [==========================>...] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.45854507/4840 [==========================>...] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.45924554/4840 [===========================>..] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46014600/4840 [===========================>..] - ETA: 0s - loss: 10.4988 - mean_absolute_error: 2.45974646/4840 [===========================>..] - ETA: 0s - loss: 10.5039 - mean_absolute_error: 2.46024692/4840 [============================>.] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.45944737/4840 [============================>.] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.45974782/4840 [============================>.] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46024827/4840 [============================>.] - ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46054840/4840 [==============================] - 6s 1ms/step - loss: 10.5027 - mean_absolute_error: 2.4603 - val_loss: 11.4965 - val_mean_absolute_error: 2.5812
Epoch 93/100
   1/4840 [..............................] - ETA: 9s - loss: 10.7020 - mean_absolute_error: 2.3678  46/4840 [..............................] - ETA: 5s - loss: 10.2939 - mean_absolute_error: 2.4146  92/4840 [..............................] - ETA: 5s - loss: 9.9894 - mean_absolute_error: 2.3848  137/4840 [..............................] - ETA: 5s - loss: 10.1698 - mean_absolute_error: 2.4017 183/4840 [>.............................] - ETA: 5s - loss: 10.2711 - mean_absolute_error: 2.4248 229/4840 [>.............................] - ETA: 5s - loss: 10.3035 - mean_absolute_error: 2.4266 275/4840 [>.............................] - ETA: 5s - loss: 10.2901 - mean_absolute_error: 2.4221 321/4840 [>.............................] - ETA: 5s - loss: 10.2210 - mean_absolute_error: 2.4171 367/4840 [=>............................] - ETA: 4s - loss: 10.3237 - mean_absolute_error: 2.4307 413/4840 [=>............................] - ETA: 4s - loss: 10.3241 - mean_absolute_error: 2.4346 458/4840 [=>............................] - ETA: 4s - loss: 10.3101 - mean_absolute_error: 2.4338 503/4840 [==>...........................] - ETA: 4s - loss: 10.3451 - mean_absolute_error: 2.4396 549/4840 [==>...........................] - ETA: 4s - loss: 10.3364 - mean_absolute_error: 2.4372 594/4840 [==>...........................] - ETA: 4s - loss: 10.3018 - mean_absolute_error: 2.4330 640/4840 [==>...........................] - ETA: 4s - loss: 10.2870 - mean_absolute_error: 2.4326 687/4840 [===>..........................] - ETA: 4s - loss: 10.2894 - mean_absolute_error: 2.4329 734/4840 [===>..........................] - ETA: 4s - loss: 10.2636 - mean_absolute_error: 2.4306 779/4840 [===>..........................] - ETA: 4s - loss: 10.2975 - mean_absolute_error: 2.4339 824/4840 [====>.........................] - ETA: 4s - loss: 10.2992 - mean_absolute_error: 2.4345 870/4840 [====>.........................] - ETA: 4s - loss: 10.3164 - mean_absolute_error: 2.4378 913/4840 [====>.........................] - ETA: 4s - loss: 10.3183 - mean_absolute_error: 2.4390 959/4840 [====>.........................] - ETA: 4s - loss: 10.3115 - mean_absolute_error: 2.43711004/4840 [=====>........................] - ETA: 4s - loss: 10.3344 - mean_absolute_error: 2.43951050/4840 [=====>........................] - ETA: 4s - loss: 10.3288 - mean_absolute_error: 2.43761097/4840 [=====>........................] - ETA: 4s - loss: 10.3365 - mean_absolute_error: 2.43871142/4840 [======>.......................] - ETA: 4s - loss: 10.3472 - mean_absolute_error: 2.44001188/4840 [======>.......................] - ETA: 4s - loss: 10.3348 - mean_absolute_error: 2.43871234/4840 [======>.......................] - ETA: 3s - loss: 10.3461 - mean_absolute_error: 2.44041280/4840 [======>.......................] - ETA: 3s - loss: 10.3585 - mean_absolute_error: 2.44261326/4840 [=======>......................] - ETA: 3s - loss: 10.3624 - mean_absolute_error: 2.44391372/4840 [=======>......................] - ETA: 3s - loss: 10.3889 - mean_absolute_error: 2.44791417/4840 [=======>......................] - ETA: 3s - loss: 10.4005 - mean_absolute_error: 2.44861463/4840 [========>.....................] - ETA: 3s - loss: 10.3707 - mean_absolute_error: 2.44421509/4840 [========>.....................] - ETA: 3s - loss: 10.4092 - mean_absolute_error: 2.44911555/4840 [========>.....................] - ETA: 3s - loss: 10.4105 - mean_absolute_error: 2.44871600/4840 [========>.....................] - ETA: 3s - loss: 10.4102 - mean_absolute_error: 2.44891647/4840 [=========>....................] - ETA: 3s - loss: 10.4185 - mean_absolute_error: 2.44961691/4840 [=========>....................] - ETA: 3s - loss: 10.4095 - mean_absolute_error: 2.44861738/4840 [=========>....................] - ETA: 3s - loss: 10.4211 - mean_absolute_error: 2.45031783/4840 [==========>...................] - ETA: 3s - loss: 10.4086 - mean_absolute_error: 2.44821829/4840 [==========>...................] - ETA: 3s - loss: 10.3962 - mean_absolute_error: 2.44611875/4840 [==========>...................] - ETA: 3s - loss: 10.3983 - mean_absolute_error: 2.44631921/4840 [==========>...................] - ETA: 3s - loss: 10.4024 - mean_absolute_error: 2.44691966/4840 [===========>..................] - ETA: 3s - loss: 10.3881 - mean_absolute_error: 2.44452012/4840 [===========>..................] - ETA: 3s - loss: 10.3981 - mean_absolute_error: 2.44552059/4840 [===========>..................] - ETA: 3s - loss: 10.4025 - mean_absolute_error: 2.44542102/4840 [============>.................] - ETA: 3s - loss: 10.3844 - mean_absolute_error: 2.44232149/4840 [============>.................] - ETA: 2s - loss: 10.3733 - mean_absolute_error: 2.44082195/4840 [============>.................] - ETA: 2s - loss: 10.3767 - mean_absolute_error: 2.44202240/4840 [============>.................] - ETA: 2s - loss: 10.3851 - mean_absolute_error: 2.44292285/4840 [=============>................] - ETA: 2s - loss: 10.3793 - mean_absolute_error: 2.44212331/4840 [=============>................] - ETA: 2s - loss: 10.3776 - mean_absolute_error: 2.44212377/4840 [=============>................] - ETA: 2s - loss: 10.3858 - mean_absolute_error: 2.44322423/4840 [==============>...............] - ETA: 2s - loss: 10.3794 - mean_absolute_error: 2.44232468/4840 [==============>...............] - ETA: 2s - loss: 10.3858 - mean_absolute_error: 2.44332515/4840 [==============>...............] - ETA: 2s - loss: 10.4010 - mean_absolute_error: 2.44522561/4840 [==============>...............] - ETA: 2s - loss: 10.4098 - mean_absolute_error: 2.44652607/4840 [===============>..............] - ETA: 2s - loss: 10.4185 - mean_absolute_error: 2.44722654/4840 [===============>..............] - ETA: 2s - loss: 10.4155 - mean_absolute_error: 2.44692700/4840 [===============>..............] - ETA: 2s - loss: 10.4153 - mean_absolute_error: 2.44752746/4840 [================>.............] - ETA: 2s - loss: 10.4314 - mean_absolute_error: 2.44972791/4840 [================>.............] - ETA: 2s - loss: 10.4329 - mean_absolute_error: 2.44992837/4840 [================>.............] - ETA: 2s - loss: 10.4471 - mean_absolute_error: 2.45162881/4840 [================>.............] - ETA: 2s - loss: 10.4546 - mean_absolute_error: 2.45302928/4840 [=================>............] - ETA: 2s - loss: 10.4544 - mean_absolute_error: 2.45302975/4840 [=================>............] - ETA: 2s - loss: 10.4423 - mean_absolute_error: 2.45163019/4840 [=================>............] - ETA: 2s - loss: 10.4351 - mean_absolute_error: 2.45053066/4840 [==================>...........] - ETA: 1s - loss: 10.4415 - mean_absolute_error: 2.45163113/4840 [==================>...........] - ETA: 1s - loss: 10.4397 - mean_absolute_error: 2.45153160/4840 [==================>...........] - ETA: 1s - loss: 10.4392 - mean_absolute_error: 2.45163205/4840 [==================>...........] - ETA: 1s - loss: 10.4341 - mean_absolute_error: 2.45113251/4840 [===================>..........] - ETA: 1s - loss: 10.4394 - mean_absolute_error: 2.45173296/4840 [===================>..........] - ETA: 1s - loss: 10.4351 - mean_absolute_error: 2.45113341/4840 [===================>..........] - ETA: 1s - loss: 10.4507 - mean_absolute_error: 2.45313386/4840 [===================>..........] - ETA: 1s - loss: 10.4593 - mean_absolute_error: 2.45463429/4840 [====================>.........] - ETA: 1s - loss: 10.4607 - mean_absolute_error: 2.45443471/4840 [====================>.........] - ETA: 1s - loss: 10.4633 - mean_absolute_error: 2.45493514/4840 [====================>.........] - ETA: 1s - loss: 10.4674 - mean_absolute_error: 2.45533557/4840 [=====================>........] - ETA: 1s - loss: 10.4776 - mean_absolute_error: 2.45683601/4840 [=====================>........] - ETA: 1s - loss: 10.4819 - mean_absolute_error: 2.45733646/4840 [=====================>........] - ETA: 1s - loss: 10.4772 - mean_absolute_error: 2.45693692/4840 [=====================>........] - ETA: 1s - loss: 10.4861 - mean_absolute_error: 2.45783739/4840 [======================>.......] - ETA: 1s - loss: 10.4861 - mean_absolute_error: 2.45813784/4840 [======================>.......] - ETA: 1s - loss: 10.4961 - mean_absolute_error: 2.45923829/4840 [======================>.......] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.45863874/4840 [=======================>......] - ETA: 1s - loss: 10.4867 - mean_absolute_error: 2.45793918/4840 [=======================>......] - ETA: 1s - loss: 10.4900 - mean_absolute_error: 2.45843964/4840 [=======================>......] - ETA: 0s - loss: 10.4927 - mean_absolute_error: 2.45914009/4840 [=======================>......] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.45934054/4840 [========================>.....] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.45854100/4840 [========================>.....] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.45974146/4840 [========================>.....] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.45934192/4840 [========================>.....] - ETA: 0s - loss: 10.4942 - mean_absolute_error: 2.45934238/4840 [=========================>....] - ETA: 0s - loss: 10.4923 - mean_absolute_error: 2.45914285/4840 [=========================>....] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.45944331/4840 [=========================>....] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46074378/4840 [==========================>...] - ETA: 0s - loss: 10.5088 - mean_absolute_error: 2.46164423/4840 [==========================>...] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46124468/4840 [==========================>...] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46084513/4840 [==========================>...] - ETA: 0s - loss: 10.5078 - mean_absolute_error: 2.46204559/4840 [===========================>..] - ETA: 0s - loss: 10.5092 - mean_absolute_error: 2.46224606/4840 [===========================>..] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46144652/4840 [===========================>..] - ETA: 0s - loss: 10.5044 - mean_absolute_error: 2.46214698/4840 [============================>.] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46194745/4840 [============================>.] - ETA: 0s - loss: 10.5072 - mean_absolute_error: 2.46214791/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46144835/4840 [============================>.] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46144840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4614 - val_loss: 11.4992 - val_mean_absolute_error: 2.5808
Epoch 94/100
   1/4840 [..............................] - ETA: 9s - loss: 13.4793 - mean_absolute_error: 2.9284  47/4840 [..............................] - ETA: 5s - loss: 10.3956 - mean_absolute_error: 2.4495  92/4840 [..............................] - ETA: 5s - loss: 10.2641 - mean_absolute_error: 2.4365 138/4840 [..............................] - ETA: 5s - loss: 10.1353 - mean_absolute_error: 2.4254 184/4840 [>.............................] - ETA: 5s - loss: 10.3454 - mean_absolute_error: 2.4518 230/4840 [>.............................] - ETA: 5s - loss: 10.3187 - mean_absolute_error: 2.4458 276/4840 [>.............................] - ETA: 5s - loss: 10.2168 - mean_absolute_error: 2.4298 321/4840 [>.............................] - ETA: 4s - loss: 10.3040 - mean_absolute_error: 2.4416 366/4840 [=>............................] - ETA: 4s - loss: 10.3498 - mean_absolute_error: 2.4481 413/4840 [=>............................] - ETA: 4s - loss: 10.3818 - mean_absolute_error: 2.4532 458/4840 [=>............................] - ETA: 4s - loss: 10.3568 - mean_absolute_error: 2.4481 504/4840 [==>...........................] - ETA: 4s - loss: 10.4369 - mean_absolute_error: 2.4573 551/4840 [==>...........................] - ETA: 4s - loss: 10.4277 - mean_absolute_error: 2.4569 597/4840 [==>...........................] - ETA: 4s - loss: 10.4216 - mean_absolute_error: 2.4559 643/4840 [==>...........................] - ETA: 4s - loss: 10.4243 - mean_absolute_error: 2.4561 687/4840 [===>..........................] - ETA: 4s - loss: 10.4697 - mean_absolute_error: 2.4620 732/4840 [===>..........................] - ETA: 4s - loss: 10.4458 - mean_absolute_error: 2.4584 779/4840 [===>..........................] - ETA: 4s - loss: 10.4893 - mean_absolute_error: 2.4651 824/4840 [====>.........................] - ETA: 4s - loss: 10.5063 - mean_absolute_error: 2.4665 869/4840 [====>.........................] - ETA: 4s - loss: 10.5135 - mean_absolute_error: 2.4653 915/4840 [====>.........................] - ETA: 4s - loss: 10.5187 - mean_absolute_error: 2.4641 960/4840 [====>.........................] - ETA: 4s - loss: 10.5083 - mean_absolute_error: 2.46301006/4840 [=====>........................] - ETA: 4s - loss: 10.5026 - mean_absolute_error: 2.46361050/4840 [=====>........................] - ETA: 4s - loss: 10.4664 - mean_absolute_error: 2.45811096/4840 [=====>........................] - ETA: 4s - loss: 10.4674 - mean_absolute_error: 2.45871142/4840 [======>.......................] - ETA: 4s - loss: 10.4612 - mean_absolute_error: 2.45681189/4840 [======>.......................] - ETA: 4s - loss: 10.4439 - mean_absolute_error: 2.45481235/4840 [======>.......................] - ETA: 3s - loss: 10.4506 - mean_absolute_error: 2.45661280/4840 [======>.......................] - ETA: 3s - loss: 10.4476 - mean_absolute_error: 2.45601326/4840 [=======>......................] - ETA: 3s - loss: 10.4536 - mean_absolute_error: 2.45611372/4840 [=======>......................] - ETA: 3s - loss: 10.4422 - mean_absolute_error: 2.45501420/4840 [=======>......................] - ETA: 3s - loss: 10.4256 - mean_absolute_error: 2.45241465/4840 [========>.....................] - ETA: 3s - loss: 10.4150 - mean_absolute_error: 2.45061512/4840 [========>.....................] - ETA: 3s - loss: 10.4271 - mean_absolute_error: 2.45201558/4840 [========>.....................] - ETA: 3s - loss: 10.4433 - mean_absolute_error: 2.45391602/4840 [========>.....................] - ETA: 3s - loss: 10.4488 - mean_absolute_error: 2.45461648/4840 [=========>....................] - ETA: 3s - loss: 10.4415 - mean_absolute_error: 2.45441694/4840 [=========>....................] - ETA: 3s - loss: 10.4538 - mean_absolute_error: 2.45581739/4840 [=========>....................] - ETA: 3s - loss: 10.4521 - mean_absolute_error: 2.45481785/4840 [==========>...................] - ETA: 3s - loss: 10.4593 - mean_absolute_error: 2.45551830/4840 [==========>...................] - ETA: 3s - loss: 10.4457 - mean_absolute_error: 2.45481877/4840 [==========>...................] - ETA: 3s - loss: 10.4411 - mean_absolute_error: 2.45411923/4840 [==========>...................] - ETA: 3s - loss: 10.4401 - mean_absolute_error: 2.45361968/4840 [===========>..................] - ETA: 3s - loss: 10.4409 - mean_absolute_error: 2.45392015/4840 [===========>..................] - ETA: 3s - loss: 10.4421 - mean_absolute_error: 2.45332063/4840 [===========>..................] - ETA: 3s - loss: 10.4434 - mean_absolute_error: 2.45302109/4840 [============>.................] - ETA: 3s - loss: 10.4486 - mean_absolute_error: 2.45392155/4840 [============>.................] - ETA: 2s - loss: 10.4368 - mean_absolute_error: 2.45262200/4840 [============>.................] - ETA: 2s - loss: 10.4326 - mean_absolute_error: 2.45232245/4840 [============>.................] - ETA: 2s - loss: 10.4340 - mean_absolute_error: 2.45222290/4840 [=============>................] - ETA: 2s - loss: 10.4409 - mean_absolute_error: 2.45362336/4840 [=============>................] - ETA: 2s - loss: 10.4279 - mean_absolute_error: 2.45162382/4840 [=============>................] - ETA: 2s - loss: 10.4208 - mean_absolute_error: 2.45102428/4840 [==============>...............] - ETA: 2s - loss: 10.4129 - mean_absolute_error: 2.44952474/4840 [==============>...............] - ETA: 2s - loss: 10.4159 - mean_absolute_error: 2.44942519/4840 [==============>...............] - ETA: 2s - loss: 10.4147 - mean_absolute_error: 2.44902565/4840 [==============>...............] - ETA: 2s - loss: 10.4225 - mean_absolute_error: 2.45002611/4840 [===============>..............] - ETA: 2s - loss: 10.4257 - mean_absolute_error: 2.45042657/4840 [===============>..............] - ETA: 2s - loss: 10.4235 - mean_absolute_error: 2.45042704/4840 [===============>..............] - ETA: 2s - loss: 10.4167 - mean_absolute_error: 2.45022750/4840 [================>.............] - ETA: 2s - loss: 10.4096 - mean_absolute_error: 2.44962796/4840 [================>.............] - ETA: 2s - loss: 10.4049 - mean_absolute_error: 2.44892842/4840 [================>.............] - ETA: 2s - loss: 10.4191 - mean_absolute_error: 2.45072887/4840 [================>.............] - ETA: 2s - loss: 10.4257 - mean_absolute_error: 2.45162934/4840 [=================>............] - ETA: 2s - loss: 10.4257 - mean_absolute_error: 2.45182980/4840 [=================>............] - ETA: 2s - loss: 10.4318 - mean_absolute_error: 2.45243027/4840 [=================>............] - ETA: 1s - loss: 10.4302 - mean_absolute_error: 2.45203073/4840 [==================>...........] - ETA: 1s - loss: 10.4240 - mean_absolute_error: 2.45103119/4840 [==================>...........] - ETA: 1s - loss: 10.4310 - mean_absolute_error: 2.45183164/4840 [==================>...........] - ETA: 1s - loss: 10.4420 - mean_absolute_error: 2.45353208/4840 [==================>...........] - ETA: 1s - loss: 10.4440 - mean_absolute_error: 2.45363253/4840 [===================>..........] - ETA: 1s - loss: 10.4593 - mean_absolute_error: 2.45533299/4840 [===================>..........] - ETA: 1s - loss: 10.4672 - mean_absolute_error: 2.45623345/4840 [===================>..........] - ETA: 1s - loss: 10.4721 - mean_absolute_error: 2.45673390/4840 [====================>.........] - ETA: 1s - loss: 10.4732 - mean_absolute_error: 2.45673435/4840 [====================>.........] - ETA: 1s - loss: 10.4717 - mean_absolute_error: 2.45653480/4840 [====================>.........] - ETA: 1s - loss: 10.4665 - mean_absolute_error: 2.45603526/4840 [====================>.........] - ETA: 1s - loss: 10.4625 - mean_absolute_error: 2.45573572/4840 [=====================>........] - ETA: 1s - loss: 10.4704 - mean_absolute_error: 2.45643618/4840 [=====================>........] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45773665/4840 [=====================>........] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45733709/4840 [=====================>........] - ETA: 1s - loss: 10.4826 - mean_absolute_error: 2.45803755/4840 [======================>.......] - ETA: 1s - loss: 10.4753 - mean_absolute_error: 2.45703801/4840 [======================>.......] - ETA: 1s - loss: 10.4760 - mean_absolute_error: 2.45733848/4840 [======================>.......] - ETA: 1s - loss: 10.4638 - mean_absolute_error: 2.45573894/4840 [=======================>......] - ETA: 1s - loss: 10.4692 - mean_absolute_error: 2.45663940/4840 [=======================>......] - ETA: 0s - loss: 10.4697 - mean_absolute_error: 2.45633986/4840 [=======================>......] - ETA: 0s - loss: 10.4663 - mean_absolute_error: 2.45624032/4840 [=======================>......] - ETA: 0s - loss: 10.4718 - mean_absolute_error: 2.45704077/4840 [========================>.....] - ETA: 0s - loss: 10.4757 - mean_absolute_error: 2.45724122/4840 [========================>.....] - ETA: 0s - loss: 10.4809 - mean_absolute_error: 2.45774168/4840 [========================>.....] - ETA: 0s - loss: 10.4798 - mean_absolute_error: 2.45744212/4840 [=========================>....] - ETA: 0s - loss: 10.4853 - mean_absolute_error: 2.45864258/4840 [=========================>....] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.45994304/4840 [=========================>....] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.46034348/4840 [=========================>....] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.45964393/4840 [==========================>...] - ETA: 0s - loss: 10.4904 - mean_absolute_error: 2.45984439/4840 [==========================>...] - ETA: 0s - loss: 10.4908 - mean_absolute_error: 2.45984485/4840 [==========================>...] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46054531/4840 [===========================>..] - ETA: 0s - loss: 10.4984 - mean_absolute_error: 2.46074577/4840 [===========================>..] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46064622/4840 [===========================>..] - ETA: 0s - loss: 10.4983 - mean_absolute_error: 2.46064667/4840 [===========================>..] - ETA: 0s - loss: 10.4983 - mean_absolute_error: 2.46044713/4840 [============================>.] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46014757/4840 [============================>.] - ETA: 0s - loss: 10.4920 - mean_absolute_error: 2.45984803/4840 [============================>.] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46034840/4840 [==============================] - 6s 1ms/step - loss: 10.5026 - mean_absolute_error: 2.4609 - val_loss: 11.5004 - val_mean_absolute_error: 2.5816
Epoch 95/100
   1/4840 [..............................] - ETA: 9s - loss: 11.6577 - mean_absolute_error: 2.5234  47/4840 [..............................] - ETA: 5s - loss: 10.1058 - mean_absolute_error: 2.3979  93/4840 [..............................] - ETA: 5s - loss: 9.8860 - mean_absolute_error: 2.3823  139/4840 [..............................] - ETA: 5s - loss: 10.2575 - mean_absolute_error: 2.4316 184/4840 [>.............................] - ETA: 5s - loss: 10.1723 - mean_absolute_error: 2.4137 229/4840 [>.............................] - ETA: 5s - loss: 10.2573 - mean_absolute_error: 2.4247 275/4840 [>.............................] - ETA: 5s - loss: 10.1940 - mean_absolute_error: 2.4184 321/4840 [>.............................] - ETA: 5s - loss: 10.2571 - mean_absolute_error: 2.4279 367/4840 [=>............................] - ETA: 4s - loss: 10.2182 - mean_absolute_error: 2.4239 412/4840 [=>............................] - ETA: 4s - loss: 10.2062 - mean_absolute_error: 2.4180 460/4840 [=>............................] - ETA: 4s - loss: 10.1909 - mean_absolute_error: 2.4186 506/4840 [==>...........................] - ETA: 4s - loss: 10.2455 - mean_absolute_error: 2.4237 553/4840 [==>...........................] - ETA: 4s - loss: 10.2664 - mean_absolute_error: 2.4273 599/4840 [==>...........................] - ETA: 4s - loss: 10.3120 - mean_absolute_error: 2.4341 645/4840 [==>...........................] - ETA: 4s - loss: 10.2951 - mean_absolute_error: 2.4324 692/4840 [===>..........................] - ETA: 4s - loss: 10.3844 - mean_absolute_error: 2.4438 738/4840 [===>..........................] - ETA: 4s - loss: 10.4319 - mean_absolute_error: 2.4497 785/4840 [===>..........................] - ETA: 4s - loss: 10.4749 - mean_absolute_error: 2.4581 831/4840 [====>.........................] - ETA: 4s - loss: 10.4681 - mean_absolute_error: 2.4584 877/4840 [====>.........................] - ETA: 4s - loss: 10.4833 - mean_absolute_error: 2.4622 923/4840 [====>.........................] - ETA: 4s - loss: 10.4963 - mean_absolute_error: 2.4640 968/4840 [=====>........................] - ETA: 4s - loss: 10.4927 - mean_absolute_error: 2.46301014/4840 [=====>........................] - ETA: 4s - loss: 10.4770 - mean_absolute_error: 2.46021060/4840 [=====>........................] - ETA: 4s - loss: 10.5066 - mean_absolute_error: 2.46361106/4840 [=====>........................] - ETA: 4s - loss: 10.5099 - mean_absolute_error: 2.46391151/4840 [======>.......................] - ETA: 4s - loss: 10.5316 - mean_absolute_error: 2.46571197/4840 [======>.......................] - ETA: 4s - loss: 10.5380 - mean_absolute_error: 2.46541243/4840 [======>.......................] - ETA: 3s - loss: 10.5115 - mean_absolute_error: 2.46241289/4840 [======>.......................] - ETA: 3s - loss: 10.4953 - mean_absolute_error: 2.46061334/4840 [=======>......................] - ETA: 3s - loss: 10.4898 - mean_absolute_error: 2.46001381/4840 [=======>......................] - ETA: 3s - loss: 10.4872 - mean_absolute_error: 2.45991427/4840 [=======>......................] - ETA: 3s - loss: 10.4794 - mean_absolute_error: 2.45911473/4840 [========>.....................] - ETA: 3s - loss: 10.4899 - mean_absolute_error: 2.46071519/4840 [========>.....................] - ETA: 3s - loss: 10.4824 - mean_absolute_error: 2.45991564/4840 [========>.....................] - ETA: 3s - loss: 10.4919 - mean_absolute_error: 2.46161609/4840 [========>.....................] - ETA: 3s - loss: 10.4913 - mean_absolute_error: 2.46091654/4840 [=========>....................] - ETA: 3s - loss: 10.4817 - mean_absolute_error: 2.46091699/4840 [=========>....................] - ETA: 3s - loss: 10.4867 - mean_absolute_error: 2.46181744/4840 [=========>....................] - ETA: 3s - loss: 10.4813 - mean_absolute_error: 2.46141791/4840 [==========>...................] - ETA: 3s - loss: 10.4886 - mean_absolute_error: 2.46201838/4840 [==========>...................] - ETA: 3s - loss: 10.4991 - mean_absolute_error: 2.46341882/4840 [==========>...................] - ETA: 3s - loss: 10.4983 - mean_absolute_error: 2.46321927/4840 [==========>...................] - ETA: 3s - loss: 10.5127 - mean_absolute_error: 2.46571974/4840 [===========>..................] - ETA: 3s - loss: 10.4995 - mean_absolute_error: 2.46442021/4840 [===========>..................] - ETA: 3s - loss: 10.5169 - mean_absolute_error: 2.46702065/4840 [===========>..................] - ETA: 3s - loss: 10.5044 - mean_absolute_error: 2.46612111/4840 [============>.................] - ETA: 3s - loss: 10.5074 - mean_absolute_error: 2.46682158/4840 [============>.................] - ETA: 2s - loss: 10.5069 - mean_absolute_error: 2.46682204/4840 [============>.................] - ETA: 2s - loss: 10.4919 - mean_absolute_error: 2.46442251/4840 [============>.................] - ETA: 2s - loss: 10.5019 - mean_absolute_error: 2.46522297/4840 [=============>................] - ETA: 2s - loss: 10.4953 - mean_absolute_error: 2.46472344/4840 [=============>................] - ETA: 2s - loss: 10.4965 - mean_absolute_error: 2.46492390/4840 [=============>................] - ETA: 2s - loss: 10.4919 - mean_absolute_error: 2.46392436/4840 [==============>...............] - ETA: 2s - loss: 10.4908 - mean_absolute_error: 2.46362483/4840 [==============>...............] - ETA: 2s - loss: 10.4942 - mean_absolute_error: 2.46362530/4840 [==============>...............] - ETA: 2s - loss: 10.4953 - mean_absolute_error: 2.46352577/4840 [==============>...............] - ETA: 2s - loss: 10.4899 - mean_absolute_error: 2.46262623/4840 [===============>..............] - ETA: 2s - loss: 10.5072 - mean_absolute_error: 2.46492670/4840 [===============>..............] - ETA: 2s - loss: 10.5124 - mean_absolute_error: 2.46592716/4840 [===============>..............] - ETA: 2s - loss: 10.5145 - mean_absolute_error: 2.46572761/4840 [================>.............] - ETA: 2s - loss: 10.5098 - mean_absolute_error: 2.46512806/4840 [================>.............] - ETA: 2s - loss: 10.4998 - mean_absolute_error: 2.46362852/4840 [================>.............] - ETA: 2s - loss: 10.4924 - mean_absolute_error: 2.46282900/4840 [================>.............] - ETA: 2s - loss: 10.4934 - mean_absolute_error: 2.46282945/4840 [=================>............] - ETA: 2s - loss: 10.4890 - mean_absolute_error: 2.46212988/4840 [=================>............] - ETA: 2s - loss: 10.4903 - mean_absolute_error: 2.46253031/4840 [=================>............] - ETA: 1s - loss: 10.4952 - mean_absolute_error: 2.46293077/4840 [==================>...........] - ETA: 1s - loss: 10.4993 - mean_absolute_error: 2.46343124/4840 [==================>...........] - ETA: 1s - loss: 10.5008 - mean_absolute_error: 2.46383171/4840 [==================>...........] - ETA: 1s - loss: 10.5069 - mean_absolute_error: 2.46433218/4840 [==================>...........] - ETA: 1s - loss: 10.5026 - mean_absolute_error: 2.46333263/4840 [===================>..........] - ETA: 1s - loss: 10.5034 - mean_absolute_error: 2.46313309/4840 [===================>..........] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46153356/4840 [===================>..........] - ETA: 1s - loss: 10.4917 - mean_absolute_error: 2.46143402/4840 [====================>.........] - ETA: 1s - loss: 10.4866 - mean_absolute_error: 2.46053447/4840 [====================>.........] - ETA: 1s - loss: 10.4913 - mean_absolute_error: 2.46123493/4840 [====================>.........] - ETA: 1s - loss: 10.4971 - mean_absolute_error: 2.46213539/4840 [====================>.........] - ETA: 1s - loss: 10.5036 - mean_absolute_error: 2.46283584/4840 [=====================>........] - ETA: 1s - loss: 10.5053 - mean_absolute_error: 2.46293629/4840 [=====================>........] - ETA: 1s - loss: 10.5018 - mean_absolute_error: 2.46263674/4840 [=====================>........] - ETA: 1s - loss: 10.5075 - mean_absolute_error: 2.46333720/4840 [======================>.......] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46213766/4840 [======================>.......] - ETA: 1s - loss: 10.5000 - mean_absolute_error: 2.46203811/4840 [======================>.......] - ETA: 1s - loss: 10.5067 - mean_absolute_error: 2.46303858/4840 [======================>.......] - ETA: 1s - loss: 10.4983 - mean_absolute_error: 2.46203903/4840 [=======================>......] - ETA: 1s - loss: 10.5045 - mean_absolute_error: 2.46303952/4840 [=======================>......] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46263999/4840 [=======================>......] - ETA: 0s - loss: 10.5035 - mean_absolute_error: 2.46274045/4840 [========================>.....] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46294092/4840 [========================>.....] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46304136/4840 [========================>.....] - ETA: 0s - loss: 10.4937 - mean_absolute_error: 2.46194181/4840 [========================>.....] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.46224228/4840 [=========================>....] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.46224273/4840 [=========================>....] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46224319/4840 [=========================>....] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46234364/4840 [==========================>...] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46274410/4840 [==========================>...] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46334456/4840 [==========================>...] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46284503/4840 [==========================>...] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46304548/4840 [===========================>..] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46294593/4840 [===========================>..] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46334637/4840 [===========================>..] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46344683/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46304729/4840 [============================>.] - ETA: 0s - loss: 10.5051 - mean_absolute_error: 2.46304776/4840 [============================>.] - ETA: 0s - loss: 10.5094 - mean_absolute_error: 2.46344820/4840 [============================>.] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46274840/4840 [==============================] - 6s 1ms/step - loss: 10.5028 - mean_absolute_error: 2.4624 - val_loss: 11.5000 - val_mean_absolute_error: 2.5815
Epoch 96/100
   1/4840 [..............................] - ETA: 10s - loss: 14.6441 - mean_absolute_error: 2.9735  47/4840 [..............................] - ETA: 5s - loss: 10.4064 - mean_absolute_error: 2.4212   91/4840 [..............................] - ETA: 5s - loss: 10.3440 - mean_absolute_error: 2.4217 135/4840 [..............................] - ETA: 5s - loss: 10.4323 - mean_absolute_error: 2.4485 180/4840 [>.............................] - ETA: 5s - loss: 10.3496 - mean_absolute_error: 2.4383 226/4840 [>.............................] - ETA: 5s - loss: 10.2838 - mean_absolute_error: 2.4258 272/4840 [>.............................] - ETA: 5s - loss: 10.3441 - mean_absolute_error: 2.4378 318/4840 [>.............................] - ETA: 5s - loss: 10.2919 - mean_absolute_error: 2.4326 363/4840 [=>............................] - ETA: 4s - loss: 10.2173 - mean_absolute_error: 2.4231 408/4840 [=>............................] - ETA: 4s - loss: 10.2142 - mean_absolute_error: 2.4245 454/4840 [=>............................] - ETA: 4s - loss: 10.2205 - mean_absolute_error: 2.4242 499/4840 [==>...........................] - ETA: 4s - loss: 10.2708 - mean_absolute_error: 2.4318 546/4840 [==>...........................] - ETA: 4s - loss: 10.2022 - mean_absolute_error: 2.4228 593/4840 [==>...........................] - ETA: 4s - loss: 10.1914 - mean_absolute_error: 2.4220 639/4840 [==>...........................] - ETA: 4s - loss: 10.1633 - mean_absolute_error: 2.4199 683/4840 [===>..........................] - ETA: 4s - loss: 10.1817 - mean_absolute_error: 2.4218 730/4840 [===>..........................] - ETA: 4s - loss: 10.1961 - mean_absolute_error: 2.4230 776/4840 [===>..........................] - ETA: 4s - loss: 10.2314 - mean_absolute_error: 2.4283 823/4840 [====>.........................] - ETA: 4s - loss: 10.2385 - mean_absolute_error: 2.4283 869/4840 [====>.........................] - ETA: 4s - loss: 10.2468 - mean_absolute_error: 2.4284 916/4840 [====>.........................] - ETA: 4s - loss: 10.2757 - mean_absolute_error: 2.4308 963/4840 [====>.........................] - ETA: 4s - loss: 10.2979 - mean_absolute_error: 2.43451012/4840 [=====>........................] - ETA: 4s - loss: 10.2817 - mean_absolute_error: 2.43471059/4840 [=====>........................] - ETA: 4s - loss: 10.2889 - mean_absolute_error: 2.43551106/4840 [=====>........................] - ETA: 4s - loss: 10.3361 - mean_absolute_error: 2.44211153/4840 [======>.......................] - ETA: 4s - loss: 10.3503 - mean_absolute_error: 2.44421200/4840 [======>.......................] - ETA: 3s - loss: 10.3825 - mean_absolute_error: 2.44871246/4840 [======>.......................] - ETA: 3s - loss: 10.3862 - mean_absolute_error: 2.44911291/4840 [=======>......................] - ETA: 3s - loss: 10.3982 - mean_absolute_error: 2.45101337/4840 [=======>......................] - ETA: 3s - loss: 10.3904 - mean_absolute_error: 2.44911385/4840 [=======>......................] - ETA: 3s - loss: 10.3743 - mean_absolute_error: 2.44741431/4840 [=======>......................] - ETA: 3s - loss: 10.3793 - mean_absolute_error: 2.44881477/4840 [========>.....................] - ETA: 3s - loss: 10.3864 - mean_absolute_error: 2.44861524/4840 [========>.....................] - ETA: 3s - loss: 10.4010 - mean_absolute_error: 2.45131571/4840 [========>.....................] - ETA: 3s - loss: 10.4029 - mean_absolute_error: 2.45091615/4840 [=========>....................] - ETA: 3s - loss: 10.3925 - mean_absolute_error: 2.45001661/4840 [=========>....................] - ETA: 3s - loss: 10.3980 - mean_absolute_error: 2.45051707/4840 [=========>....................] - ETA: 3s - loss: 10.4033 - mean_absolute_error: 2.45081752/4840 [=========>....................] - ETA: 3s - loss: 10.4204 - mean_absolute_error: 2.45361797/4840 [==========>...................] - ETA: 3s - loss: 10.4052 - mean_absolute_error: 2.45161843/4840 [==========>...................] - ETA: 3s - loss: 10.4023 - mean_absolute_error: 2.45141889/4840 [==========>...................] - ETA: 3s - loss: 10.4060 - mean_absolute_error: 2.45181936/4840 [===========>..................] - ETA: 3s - loss: 10.4311 - mean_absolute_error: 2.45491982/4840 [===========>..................] - ETA: 3s - loss: 10.4265 - mean_absolute_error: 2.45422029/4840 [===========>..................] - ETA: 3s - loss: 10.4246 - mean_absolute_error: 2.45382075/4840 [===========>..................] - ETA: 3s - loss: 10.4377 - mean_absolute_error: 2.45552122/4840 [============>.................] - ETA: 2s - loss: 10.4311 - mean_absolute_error: 2.45432168/4840 [============>.................] - ETA: 2s - loss: 10.4300 - mean_absolute_error: 2.45472215/4840 [============>.................] - ETA: 2s - loss: 10.4229 - mean_absolute_error: 2.45322261/4840 [=============>................] - ETA: 2s - loss: 10.4205 - mean_absolute_error: 2.45262308/4840 [=============>................] - ETA: 2s - loss: 10.4176 - mean_absolute_error: 2.45182353/4840 [=============>................] - ETA: 2s - loss: 10.4231 - mean_absolute_error: 2.45222399/4840 [=============>................] - ETA: 2s - loss: 10.4219 - mean_absolute_error: 2.45222445/4840 [==============>...............] - ETA: 2s - loss: 10.4305 - mean_absolute_error: 2.45362492/4840 [==============>...............] - ETA: 2s - loss: 10.4302 - mean_absolute_error: 2.45382535/4840 [==============>...............] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45722579/4840 [==============>...............] - ETA: 2s - loss: 10.4489 - mean_absolute_error: 2.45582625/4840 [===============>..............] - ETA: 2s - loss: 10.4425 - mean_absolute_error: 2.45502671/4840 [===============>..............] - ETA: 2s - loss: 10.4398 - mean_absolute_error: 2.45422716/4840 [===============>..............] - ETA: 2s - loss: 10.4496 - mean_absolute_error: 2.45552764/4840 [================>.............] - ETA: 2s - loss: 10.4464 - mean_absolute_error: 2.45472809/4840 [================>.............] - ETA: 2s - loss: 10.4406 - mean_absolute_error: 2.45392856/4840 [================>.............] - ETA: 2s - loss: 10.4486 - mean_absolute_error: 2.45492902/4840 [================>.............] - ETA: 2s - loss: 10.4538 - mean_absolute_error: 2.45572949/4840 [=================>............] - ETA: 2s - loss: 10.4591 - mean_absolute_error: 2.45602996/4840 [=================>............] - ETA: 2s - loss: 10.4677 - mean_absolute_error: 2.45693041/4840 [=================>............] - ETA: 1s - loss: 10.4753 - mean_absolute_error: 2.45803087/4840 [==================>...........] - ETA: 1s - loss: 10.4797 - mean_absolute_error: 2.45873133/4840 [==================>...........] - ETA: 1s - loss: 10.4920 - mean_absolute_error: 2.46013178/4840 [==================>...........] - ETA: 1s - loss: 10.4938 - mean_absolute_error: 2.46013224/4840 [==================>...........] - ETA: 1s - loss: 10.4990 - mean_absolute_error: 2.46083268/4840 [===================>..........] - ETA: 1s - loss: 10.5020 - mean_absolute_error: 2.46103315/4840 [===================>..........] - ETA: 1s - loss: 10.4993 - mean_absolute_error: 2.46033361/4840 [===================>..........] - ETA: 1s - loss: 10.4918 - mean_absolute_error: 2.45933407/4840 [====================>.........] - ETA: 1s - loss: 10.4926 - mean_absolute_error: 2.45963452/4840 [====================>.........] - ETA: 1s - loss: 10.4984 - mean_absolute_error: 2.46033498/4840 [====================>.........] - ETA: 1s - loss: 10.4953 - mean_absolute_error: 2.46033545/4840 [====================>.........] - ETA: 1s - loss: 10.4988 - mean_absolute_error: 2.46053592/4840 [=====================>........] - ETA: 1s - loss: 10.4979 - mean_absolute_error: 2.46033639/4840 [=====================>........] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46133687/4840 [=====================>........] - ETA: 1s - loss: 10.5091 - mean_absolute_error: 2.46183733/4840 [======================>.......] - ETA: 1s - loss: 10.5113 - mean_absolute_error: 2.46203780/4840 [======================>.......] - ETA: 1s - loss: 10.5094 - mean_absolute_error: 2.46143824/4840 [======================>.......] - ETA: 1s - loss: 10.5162 - mean_absolute_error: 2.46233871/4840 [======================>.......] - ETA: 1s - loss: 10.5142 - mean_absolute_error: 2.46233917/4840 [=======================>......] - ETA: 1s - loss: 10.5241 - mean_absolute_error: 2.46343962/4840 [=======================>......] - ETA: 0s - loss: 10.5268 - mean_absolute_error: 2.46394009/4840 [=======================>......] - ETA: 0s - loss: 10.5213 - mean_absolute_error: 2.46334056/4840 [========================>.....] - ETA: 0s - loss: 10.5141 - mean_absolute_error: 2.46234102/4840 [========================>.....] - ETA: 0s - loss: 10.5092 - mean_absolute_error: 2.46154148/4840 [========================>.....] - ETA: 0s - loss: 10.5148 - mean_absolute_error: 2.46214194/4840 [========================>.....] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46104239/4840 [=========================>....] - ETA: 0s - loss: 10.5079 - mean_absolute_error: 2.46104285/4840 [=========================>....] - ETA: 0s - loss: 10.5038 - mean_absolute_error: 2.46064331/4840 [=========================>....] - ETA: 0s - loss: 10.4972 - mean_absolute_error: 2.45994378/4840 [==========================>...] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.45974422/4840 [==========================>...] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.45944469/4840 [==========================>...] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46014516/4840 [==========================>...] - ETA: 0s - loss: 10.5015 - mean_absolute_error: 2.46074562/4840 [===========================>..] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46154608/4840 [===========================>..] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46104655/4840 [===========================>..] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46114701/4840 [============================>.] - ETA: 0s - loss: 10.4984 - mean_absolute_error: 2.46104746/4840 [============================>.] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.46094792/4840 [============================>.] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46174838/4840 [============================>.] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46174840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4617 - val_loss: 11.5003 - val_mean_absolute_error: 2.5815
Epoch 97/100
   1/4840 [..............................] - ETA: 9s - loss: 8.5064 - mean_absolute_error: 2.4018  46/4840 [..............................] - ETA: 5s - loss: 10.4153 - mean_absolute_error: 2.4448  92/4840 [..............................] - ETA: 5s - loss: 10.6115 - mean_absolute_error: 2.4770 137/4840 [..............................] - ETA: 5s - loss: 10.5578 - mean_absolute_error: 2.4662 181/4840 [>.............................] - ETA: 5s - loss: 10.5395 - mean_absolute_error: 2.4593 226/4840 [>.............................] - ETA: 5s - loss: 10.5555 - mean_absolute_error: 2.4640 270/4840 [>.............................] - ETA: 5s - loss: 10.4719 - mean_absolute_error: 2.4576 315/4840 [>.............................] - ETA: 5s - loss: 10.4023 - mean_absolute_error: 2.4480 361/4840 [=>............................] - ETA: 5s - loss: 10.4560 - mean_absolute_error: 2.4534 407/4840 [=>............................] - ETA: 4s - loss: 10.5936 - mean_absolute_error: 2.4724 452/4840 [=>............................] - ETA: 4s - loss: 10.5749 - mean_absolute_error: 2.4696 498/4840 [==>...........................] - ETA: 4s - loss: 10.5843 - mean_absolute_error: 2.4731 542/4840 [==>...........................] - ETA: 4s - loss: 10.5874 - mean_absolute_error: 2.4722 587/4840 [==>...........................] - ETA: 4s - loss: 10.5638 - mean_absolute_error: 2.4692 633/4840 [==>...........................] - ETA: 4s - loss: 10.5386 - mean_absolute_error: 2.4644 679/4840 [===>..........................] - ETA: 4s - loss: 10.5675 - mean_absolute_error: 2.4671 725/4840 [===>..........................] - ETA: 4s - loss: 10.5644 - mean_absolute_error: 2.4679 770/4840 [===>..........................] - ETA: 4s - loss: 10.5550 - mean_absolute_error: 2.4682 817/4840 [====>.........................] - ETA: 4s - loss: 10.5630 - mean_absolute_error: 2.4687 863/4840 [====>.........................] - ETA: 4s - loss: 10.5653 - mean_absolute_error: 2.4683 909/4840 [====>.........................] - ETA: 4s - loss: 10.5455 - mean_absolute_error: 2.4667 955/4840 [====>.........................] - ETA: 4s - loss: 10.5650 - mean_absolute_error: 2.46911000/4840 [=====>........................] - ETA: 4s - loss: 10.5439 - mean_absolute_error: 2.46621048/4840 [=====>........................] - ETA: 4s - loss: 10.5438 - mean_absolute_error: 2.46701094/4840 [=====>........................] - ETA: 4s - loss: 10.5104 - mean_absolute_error: 2.46311140/4840 [======>.......................] - ETA: 4s - loss: 10.4982 - mean_absolute_error: 2.46241185/4840 [======>.......................] - ETA: 4s - loss: 10.5167 - mean_absolute_error: 2.46531229/4840 [======>.......................] - ETA: 4s - loss: 10.5289 - mean_absolute_error: 2.46531275/4840 [======>.......................] - ETA: 3s - loss: 10.5371 - mean_absolute_error: 2.46591321/4840 [=======>......................] - ETA: 3s - loss: 10.5265 - mean_absolute_error: 2.46391367/4840 [=======>......................] - ETA: 3s - loss: 10.5186 - mean_absolute_error: 2.46301412/4840 [=======>......................] - ETA: 3s - loss: 10.5341 - mean_absolute_error: 2.46491458/4840 [========>.....................] - ETA: 3s - loss: 10.5384 - mean_absolute_error: 2.46591504/4840 [========>.....................] - ETA: 3s - loss: 10.5570 - mean_absolute_error: 2.46851550/4840 [========>.....................] - ETA: 3s - loss: 10.5428 - mean_absolute_error: 2.46741596/4840 [========>.....................] - ETA: 3s - loss: 10.5356 - mean_absolute_error: 2.46611642/4840 [=========>....................] - ETA: 3s - loss: 10.5397 - mean_absolute_error: 2.46671688/4840 [=========>....................] - ETA: 3s - loss: 10.5141 - mean_absolute_error: 2.46391733/4840 [=========>....................] - ETA: 3s - loss: 10.5141 - mean_absolute_error: 2.46391779/4840 [==========>...................] - ETA: 3s - loss: 10.5076 - mean_absolute_error: 2.46261824/4840 [==========>...................] - ETA: 3s - loss: 10.5032 - mean_absolute_error: 2.46201870/4840 [==========>...................] - ETA: 3s - loss: 10.4863 - mean_absolute_error: 2.46011914/4840 [==========>...................] - ETA: 3s - loss: 10.5002 - mean_absolute_error: 2.46211961/4840 [===========>..................] - ETA: 3s - loss: 10.5015 - mean_absolute_error: 2.46252006/4840 [===========>..................] - ETA: 3s - loss: 10.5104 - mean_absolute_error: 2.46282053/4840 [===========>..................] - ETA: 3s - loss: 10.4988 - mean_absolute_error: 2.46112099/4840 [============>.................] - ETA: 3s - loss: 10.5001 - mean_absolute_error: 2.46172145/4840 [============>.................] - ETA: 2s - loss: 10.4947 - mean_absolute_error: 2.46122191/4840 [============>.................] - ETA: 2s - loss: 10.4841 - mean_absolute_error: 2.45972238/4840 [============>.................] - ETA: 2s - loss: 10.4934 - mean_absolute_error: 2.46132283/4840 [=============>................] - ETA: 2s - loss: 10.4834 - mean_absolute_error: 2.46002328/4840 [=============>................] - ETA: 2s - loss: 10.4861 - mean_absolute_error: 2.46032373/4840 [=============>................] - ETA: 2s - loss: 10.4895 - mean_absolute_error: 2.46052420/4840 [==============>...............] - ETA: 2s - loss: 10.4837 - mean_absolute_error: 2.45942464/4840 [==============>...............] - ETA: 2s - loss: 10.4878 - mean_absolute_error: 2.45942508/4840 [==============>...............] - ETA: 2s - loss: 10.4878 - mean_absolute_error: 2.45942554/4840 [==============>...............] - ETA: 2s - loss: 10.4884 - mean_absolute_error: 2.45982601/4840 [===============>..............] - ETA: 2s - loss: 10.4925 - mean_absolute_error: 2.46052646/4840 [===============>..............] - ETA: 2s - loss: 10.4853 - mean_absolute_error: 2.45992692/4840 [===============>..............] - ETA: 2s - loss: 10.4780 - mean_absolute_error: 2.45872736/4840 [===============>..............] - ETA: 2s - loss: 10.4735 - mean_absolute_error: 2.45792782/4840 [================>.............] - ETA: 2s - loss: 10.4849 - mean_absolute_error: 2.45932828/4840 [================>.............] - ETA: 2s - loss: 10.4768 - mean_absolute_error: 2.45852874/4840 [================>.............] - ETA: 2s - loss: 10.4756 - mean_absolute_error: 2.45812919/4840 [=================>............] - ETA: 2s - loss: 10.4743 - mean_absolute_error: 2.45782964/4840 [=================>............] - ETA: 2s - loss: 10.4768 - mean_absolute_error: 2.45803007/4840 [=================>............] - ETA: 2s - loss: 10.4683 - mean_absolute_error: 2.45743053/4840 [=================>............] - ETA: 1s - loss: 10.4673 - mean_absolute_error: 2.45783099/4840 [==================>...........] - ETA: 1s - loss: 10.4663 - mean_absolute_error: 2.45773145/4840 [==================>...........] - ETA: 1s - loss: 10.4646 - mean_absolute_error: 2.45733192/4840 [==================>...........] - ETA: 1s - loss: 10.4674 - mean_absolute_error: 2.45763239/4840 [===================>..........] - ETA: 1s - loss: 10.4633 - mean_absolute_error: 2.45703283/4840 [===================>..........] - ETA: 1s - loss: 10.4622 - mean_absolute_error: 2.45643328/4840 [===================>..........] - ETA: 1s - loss: 10.4700 - mean_absolute_error: 2.45773374/4840 [===================>..........] - ETA: 1s - loss: 10.4591 - mean_absolute_error: 2.45603421/4840 [====================>.........] - ETA: 1s - loss: 10.4574 - mean_absolute_error: 2.45583467/4840 [====================>.........] - ETA: 1s - loss: 10.4728 - mean_absolute_error: 2.45793512/4840 [====================>.........] - ETA: 1s - loss: 10.4689 - mean_absolute_error: 2.45703557/4840 [=====================>........] - ETA: 1s - loss: 10.4614 - mean_absolute_error: 2.45613603/4840 [=====================>........] - ETA: 1s - loss: 10.4670 - mean_absolute_error: 2.45663649/4840 [=====================>........] - ETA: 1s - loss: 10.4647 - mean_absolute_error: 2.45623696/4840 [=====================>........] - ETA: 1s - loss: 10.4722 - mean_absolute_error: 2.45713741/4840 [======================>.......] - ETA: 1s - loss: 10.4775 - mean_absolute_error: 2.45803786/4840 [======================>.......] - ETA: 1s - loss: 10.4770 - mean_absolute_error: 2.45823833/4840 [======================>.......] - ETA: 1s - loss: 10.4777 - mean_absolute_error: 2.45833878/4840 [=======================>......] - ETA: 1s - loss: 10.4807 - mean_absolute_error: 2.45853920/4840 [=======================>......] - ETA: 1s - loss: 10.4897 - mean_absolute_error: 2.45963965/4840 [=======================>......] - ETA: 0s - loss: 10.4951 - mean_absolute_error: 2.46034012/4840 [=======================>......] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46094058/4840 [========================>.....] - ETA: 0s - loss: 10.5065 - mean_absolute_error: 2.46224104/4840 [========================>.....] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46214148/4840 [========================>.....] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46244193/4840 [========================>.....] - ETA: 0s - loss: 10.5096 - mean_absolute_error: 2.46284238/4840 [=========================>....] - ETA: 0s - loss: 10.5111 - mean_absolute_error: 2.46264283/4840 [=========================>....] - ETA: 0s - loss: 10.5159 - mean_absolute_error: 2.46344328/4840 [=========================>....] - ETA: 0s - loss: 10.5078 - mean_absolute_error: 2.46254374/4840 [==========================>...] - ETA: 0s - loss: 10.5104 - mean_absolute_error: 2.46304419/4840 [==========================>...] - ETA: 0s - loss: 10.5061 - mean_absolute_error: 2.46244464/4840 [==========================>...] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46214509/4840 [==========================>...] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46244555/4840 [===========================>..] - ETA: 0s - loss: 10.5041 - mean_absolute_error: 2.46234601/4840 [===========================>..] - ETA: 0s - loss: 10.5067 - mean_absolute_error: 2.46264647/4840 [===========================>..] - ETA: 0s - loss: 10.5025 - mean_absolute_error: 2.46204694/4840 [============================>.] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46174740/4840 [============================>.] - ETA: 0s - loss: 10.5041 - mean_absolute_error: 2.46214786/4840 [============================>.] - ETA: 0s - loss: 10.5015 - mean_absolute_error: 2.46184830/4840 [============================>.] - ETA: 0s - loss: 10.5016 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5032 - mean_absolute_error: 2.4619 - val_loss: 11.4974 - val_mean_absolute_error: 2.5807
Epoch 98/100
   1/4840 [..............................] - ETA: 9s - loss: 8.8285 - mean_absolute_error: 2.3623  45/4840 [..............................] - ETA: 5s - loss: 10.8198 - mean_absolute_error: 2.5249  90/4840 [..............................] - ETA: 5s - loss: 10.7570 - mean_absolute_error: 2.4872 134/4840 [..............................] - ETA: 5s - loss: 10.6036 - mean_absolute_error: 2.4752 180/4840 [>.............................] - ETA: 5s - loss: 10.5469 - mean_absolute_error: 2.4728 226/4840 [>.............................] - ETA: 5s - loss: 10.5405 - mean_absolute_error: 2.4724 273/4840 [>.............................] - ETA: 5s - loss: 10.4735 - mean_absolute_error: 2.4613 319/4840 [>.............................] - ETA: 5s - loss: 10.4790 - mean_absolute_error: 2.4603 364/4840 [=>............................] - ETA: 4s - loss: 10.5350 - mean_absolute_error: 2.4653 410/4840 [=>............................] - ETA: 4s - loss: 10.5821 - mean_absolute_error: 2.4718 456/4840 [=>............................] - ETA: 4s - loss: 10.6050 - mean_absolute_error: 2.4778 503/4840 [==>...........................] - ETA: 4s - loss: 10.5962 - mean_absolute_error: 2.4776 548/4840 [==>...........................] - ETA: 4s - loss: 10.5682 - mean_absolute_error: 2.4738 594/4840 [==>...........................] - ETA: 4s - loss: 10.5403 - mean_absolute_error: 2.4708 640/4840 [==>...........................] - ETA: 4s - loss: 10.5159 - mean_absolute_error: 2.4673 684/4840 [===>..........................] - ETA: 4s - loss: 10.4942 - mean_absolute_error: 2.4647 728/4840 [===>..........................] - ETA: 4s - loss: 10.4599 - mean_absolute_error: 2.4597 774/4840 [===>..........................] - ETA: 4s - loss: 10.4814 - mean_absolute_error: 2.4626 822/4840 [====>.........................] - ETA: 4s - loss: 10.4498 - mean_absolute_error: 2.4582 866/4840 [====>.........................] - ETA: 4s - loss: 10.4683 - mean_absolute_error: 2.4617 912/4840 [====>.........................] - ETA: 4s - loss: 10.4740 - mean_absolute_error: 2.4620 957/4840 [====>.........................] - ETA: 4s - loss: 10.4588 - mean_absolute_error: 2.45991003/4840 [=====>........................] - ETA: 4s - loss: 10.4267 - mean_absolute_error: 2.45631048/4840 [=====>........................] - ETA: 4s - loss: 10.4457 - mean_absolute_error: 2.45881094/4840 [=====>........................] - ETA: 4s - loss: 10.4541 - mean_absolute_error: 2.45921139/4840 [======>.......................] - ETA: 4s - loss: 10.4576 - mean_absolute_error: 2.46001186/4840 [======>.......................] - ETA: 4s - loss: 10.4499 - mean_absolute_error: 2.45881232/4840 [======>.......................] - ETA: 4s - loss: 10.4555 - mean_absolute_error: 2.45861277/4840 [======>.......................] - ETA: 3s - loss: 10.4532 - mean_absolute_error: 2.45851320/4840 [=======>......................] - ETA: 3s - loss: 10.4401 - mean_absolute_error: 2.45721366/4840 [=======>......................] - ETA: 3s - loss: 10.4517 - mean_absolute_error: 2.45851411/4840 [=======>......................] - ETA: 3s - loss: 10.4053 - mean_absolute_error: 2.45161457/4840 [========>.....................] - ETA: 3s - loss: 10.3922 - mean_absolute_error: 2.45021502/4840 [========>.....................] - ETA: 3s - loss: 10.3813 - mean_absolute_error: 2.44901548/4840 [========>.....................] - ETA: 3s - loss: 10.3841 - mean_absolute_error: 2.44821592/4840 [========>.....................] - ETA: 3s - loss: 10.3958 - mean_absolute_error: 2.44991639/4840 [=========>....................] - ETA: 3s - loss: 10.3928 - mean_absolute_error: 2.44911686/4840 [=========>....................] - ETA: 3s - loss: 10.3975 - mean_absolute_error: 2.44961733/4840 [=========>....................] - ETA: 3s - loss: 10.4029 - mean_absolute_error: 2.45011779/4840 [==========>...................] - ETA: 3s - loss: 10.4075 - mean_absolute_error: 2.45091824/4840 [==========>...................] - ETA: 3s - loss: 10.4156 - mean_absolute_error: 2.45141870/4840 [==========>...................] - ETA: 3s - loss: 10.4028 - mean_absolute_error: 2.44951916/4840 [==========>...................] - ETA: 3s - loss: 10.4128 - mean_absolute_error: 2.45151961/4840 [===========>..................] - ETA: 3s - loss: 10.4099 - mean_absolute_error: 2.45222007/4840 [===========>..................] - ETA: 3s - loss: 10.4140 - mean_absolute_error: 2.45242053/4840 [===========>..................] - ETA: 3s - loss: 10.4146 - mean_absolute_error: 2.45242100/4840 [============>.................] - ETA: 3s - loss: 10.4161 - mean_absolute_error: 2.45262147/4840 [============>.................] - ETA: 2s - loss: 10.4224 - mean_absolute_error: 2.45362194/4840 [============>.................] - ETA: 2s - loss: 10.4356 - mean_absolute_error: 2.45502241/4840 [============>.................] - ETA: 2s - loss: 10.4393 - mean_absolute_error: 2.45592286/4840 [=============>................] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45792333/4840 [=============>................] - ETA: 2s - loss: 10.4614 - mean_absolute_error: 2.45892379/4840 [=============>................] - ETA: 2s - loss: 10.4677 - mean_absolute_error: 2.45932425/4840 [==============>...............] - ETA: 2s - loss: 10.4749 - mean_absolute_error: 2.45982471/4840 [==============>...............] - ETA: 2s - loss: 10.4747 - mean_absolute_error: 2.45952515/4840 [==============>...............] - ETA: 2s - loss: 10.4760 - mean_absolute_error: 2.45942561/4840 [==============>...............] - ETA: 2s - loss: 10.4725 - mean_absolute_error: 2.45862605/4840 [===============>..............] - ETA: 2s - loss: 10.4642 - mean_absolute_error: 2.45752651/4840 [===============>..............] - ETA: 2s - loss: 10.4592 - mean_absolute_error: 2.45632696/4840 [===============>..............] - ETA: 2s - loss: 10.4618 - mean_absolute_error: 2.45662743/4840 [================>.............] - ETA: 2s - loss: 10.4753 - mean_absolute_error: 2.45842788/4840 [================>.............] - ETA: 2s - loss: 10.4880 - mean_absolute_error: 2.45932835/4840 [================>.............] - ETA: 2s - loss: 10.4871 - mean_absolute_error: 2.45952880/4840 [================>.............] - ETA: 2s - loss: 10.4879 - mean_absolute_error: 2.45942925/4840 [=================>............] - ETA: 2s - loss: 10.4949 - mean_absolute_error: 2.46072972/4840 [=================>............] - ETA: 2s - loss: 10.4926 - mean_absolute_error: 2.46033019/4840 [=================>............] - ETA: 2s - loss: 10.4946 - mean_absolute_error: 2.46063064/4840 [=================>............] - ETA: 1s - loss: 10.5045 - mean_absolute_error: 2.46173110/4840 [==================>...........] - ETA: 1s - loss: 10.5007 - mean_absolute_error: 2.46133156/4840 [==================>...........] - ETA: 1s - loss: 10.5019 - mean_absolute_error: 2.46123203/4840 [==================>...........] - ETA: 1s - loss: 10.5089 - mean_absolute_error: 2.46163249/4840 [===================>..........] - ETA: 1s - loss: 10.5084 - mean_absolute_error: 2.46123296/4840 [===================>..........] - ETA: 1s - loss: 10.5083 - mean_absolute_error: 2.46173343/4840 [===================>..........] - ETA: 1s - loss: 10.5055 - mean_absolute_error: 2.46103389/4840 [====================>.........] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46133433/4840 [====================>.........] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46123480/4840 [====================>.........] - ETA: 1s - loss: 10.5077 - mean_absolute_error: 2.46183526/4840 [====================>.........] - ETA: 1s - loss: 10.5050 - mean_absolute_error: 2.46143571/4840 [=====================>........] - ETA: 1s - loss: 10.4988 - mean_absolute_error: 2.46043615/4840 [=====================>........] - ETA: 1s - loss: 10.4928 - mean_absolute_error: 2.45963660/4840 [=====================>........] - ETA: 1s - loss: 10.4887 - mean_absolute_error: 2.45943707/4840 [=====================>........] - ETA: 1s - loss: 10.4872 - mean_absolute_error: 2.45923753/4840 [======================>.......] - ETA: 1s - loss: 10.4771 - mean_absolute_error: 2.45823797/4840 [======================>.......] - ETA: 1s - loss: 10.4805 - mean_absolute_error: 2.45893843/4840 [======================>.......] - ETA: 1s - loss: 10.4745 - mean_absolute_error: 2.45823890/4840 [=======================>......] - ETA: 1s - loss: 10.4738 - mean_absolute_error: 2.45793936/4840 [=======================>......] - ETA: 0s - loss: 10.4825 - mean_absolute_error: 2.45923982/4840 [=======================>......] - ETA: 0s - loss: 10.4878 - mean_absolute_error: 2.45974028/4840 [=======================>......] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46094072/4840 [========================>.....] - ETA: 0s - loss: 10.4919 - mean_absolute_error: 2.46034117/4840 [========================>.....] - ETA: 0s - loss: 10.4936 - mean_absolute_error: 2.46034163/4840 [========================>.....] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.46054209/4840 [=========================>....] - ETA: 0s - loss: 10.4907 - mean_absolute_error: 2.46024255/4840 [=========================>....] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.46014301/4840 [=========================>....] - ETA: 0s - loss: 10.4894 - mean_absolute_error: 2.45964347/4840 [=========================>....] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.45954393/4840 [==========================>...] - ETA: 0s - loss: 10.4871 - mean_absolute_error: 2.45904438/4840 [==========================>...] - ETA: 0s - loss: 10.4836 - mean_absolute_error: 2.45874483/4840 [==========================>...] - ETA: 0s - loss: 10.4880 - mean_absolute_error: 2.45914528/4840 [===========================>..] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.45934574/4840 [===========================>..] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.45984619/4840 [===========================>..] - ETA: 0s - loss: 10.4872 - mean_absolute_error: 2.45874665/4840 [===========================>..] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.45904712/4840 [============================>.] - ETA: 0s - loss: 10.4927 - mean_absolute_error: 2.45914758/4840 [============================>.] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.45964803/4840 [============================>.] - ETA: 0s - loss: 10.4975 - mean_absolute_error: 2.45984840/4840 [==============================] - 6s 1ms/step - loss: 10.5028 - mean_absolute_error: 2.4605 - val_loss: 11.4967 - val_mean_absolute_error: 2.5816
Epoch 99/100
   1/4840 [..............................] - ETA: 11s - loss: 11.9448 - mean_absolute_error: 2.5786  47/4840 [..............................] - ETA: 5s - loss: 10.0077 - mean_absolute_error: 2.4099   93/4840 [..............................] - ETA: 5s - loss: 10.5543 - mean_absolute_error: 2.4704 139/4840 [..............................] - ETA: 5s - loss: 10.6482 - mean_absolute_error: 2.4870 184/4840 [>.............................] - ETA: 5s - loss: 10.6899 - mean_absolute_error: 2.4890 227/4840 [>.............................] - ETA: 5s - loss: 10.6731 - mean_absolute_error: 2.4890 270/4840 [>.............................] - ETA: 5s - loss: 10.5978 - mean_absolute_error: 2.4787 314/4840 [>.............................] - ETA: 5s - loss: 10.4806 - mean_absolute_error: 2.4572 359/4840 [=>............................] - ETA: 5s - loss: 10.5256 - mean_absolute_error: 2.4601 404/4840 [=>............................] - ETA: 4s - loss: 10.5813 - mean_absolute_error: 2.4686 449/4840 [=>............................] - ETA: 4s - loss: 10.5855 - mean_absolute_error: 2.4692 495/4840 [==>...........................] - ETA: 4s - loss: 10.5953 - mean_absolute_error: 2.4703 540/4840 [==>...........................] - ETA: 4s - loss: 10.5940 - mean_absolute_error: 2.4731 586/4840 [==>...........................] - ETA: 4s - loss: 10.5637 - mean_absolute_error: 2.4675 632/4840 [==>...........................] - ETA: 4s - loss: 10.5991 - mean_absolute_error: 2.4718 677/4840 [===>..........................] - ETA: 4s - loss: 10.5958 - mean_absolute_error: 2.4709 723/4840 [===>..........................] - ETA: 4s - loss: 10.6121 - mean_absolute_error: 2.4737 771/4840 [===>..........................] - ETA: 4s - loss: 10.5935 - mean_absolute_error: 2.4714 817/4840 [====>.........................] - ETA: 4s - loss: 10.5963 - mean_absolute_error: 2.4710 862/4840 [====>.........................] - ETA: 4s - loss: 10.5818 - mean_absolute_error: 2.4699 908/4840 [====>.........................] - ETA: 4s - loss: 10.6140 - mean_absolute_error: 2.4740 953/4840 [====>.........................] - ETA: 4s - loss: 10.6159 - mean_absolute_error: 2.4727 999/4840 [=====>........................] - ETA: 4s - loss: 10.5916 - mean_absolute_error: 2.46921045/4840 [=====>........................] - ETA: 4s - loss: 10.5891 - mean_absolute_error: 2.46921090/4840 [=====>........................] - ETA: 4s - loss: 10.6105 - mean_absolute_error: 2.47241135/4840 [======>.......................] - ETA: 4s - loss: 10.5997 - mean_absolute_error: 2.47161181/4840 [======>.......................] - ETA: 4s - loss: 10.5737 - mean_absolute_error: 2.46871226/4840 [======>.......................] - ETA: 4s - loss: 10.5804 - mean_absolute_error: 2.47071271/4840 [======>.......................] - ETA: 3s - loss: 10.6010 - mean_absolute_error: 2.47371317/4840 [=======>......................] - ETA: 3s - loss: 10.5910 - mean_absolute_error: 2.47351363/4840 [=======>......................] - ETA: 3s - loss: 10.5751 - mean_absolute_error: 2.47241408/4840 [=======>......................] - ETA: 3s - loss: 10.5615 - mean_absolute_error: 2.47171453/4840 [========>.....................] - ETA: 3s - loss: 10.5648 - mean_absolute_error: 2.47201498/4840 [========>.....................] - ETA: 3s - loss: 10.5443 - mean_absolute_error: 2.46961543/4840 [========>.....................] - ETA: 3s - loss: 10.5513 - mean_absolute_error: 2.47091589/4840 [========>.....................] - ETA: 3s - loss: 10.5551 - mean_absolute_error: 2.47151633/4840 [=========>....................] - ETA: 3s - loss: 10.5321 - mean_absolute_error: 2.46831679/4840 [=========>....................] - ETA: 3s - loss: 10.5238 - mean_absolute_error: 2.46741725/4840 [=========>....................] - ETA: 3s - loss: 10.5223 - mean_absolute_error: 2.46671770/4840 [=========>....................] - ETA: 3s - loss: 10.5264 - mean_absolute_error: 2.46691816/4840 [==========>...................] - ETA: 3s - loss: 10.5166 - mean_absolute_error: 2.46571860/4840 [==========>...................] - ETA: 3s - loss: 10.5062 - mean_absolute_error: 2.46411905/4840 [==========>...................] - ETA: 3s - loss: 10.5024 - mean_absolute_error: 2.46391951/4840 [===========>..................] - ETA: 3s - loss: 10.5035 - mean_absolute_error: 2.46411997/4840 [===========>..................] - ETA: 3s - loss: 10.5075 - mean_absolute_error: 2.46452041/4840 [===========>..................] - ETA: 3s - loss: 10.4898 - mean_absolute_error: 2.46212087/4840 [===========>..................] - ETA: 3s - loss: 10.5052 - mean_absolute_error: 2.46402133/4840 [============>.................] - ETA: 3s - loss: 10.5081 - mean_absolute_error: 2.46452179/4840 [============>.................] - ETA: 2s - loss: 10.5006 - mean_absolute_error: 2.46362225/4840 [============>.................] - ETA: 2s - loss: 10.4792 - mean_absolute_error: 2.46132270/4840 [=============>................] - ETA: 2s - loss: 10.4929 - mean_absolute_error: 2.46302316/4840 [=============>................] - ETA: 2s - loss: 10.4872 - mean_absolute_error: 2.46242362/4840 [=============>................] - ETA: 2s - loss: 10.4834 - mean_absolute_error: 2.46162409/4840 [=============>................] - ETA: 2s - loss: 10.4882 - mean_absolute_error: 2.46232454/4840 [==============>...............] - ETA: 2s - loss: 10.4880 - mean_absolute_error: 2.46252499/4840 [==============>...............] - ETA: 2s - loss: 10.4980 - mean_absolute_error: 2.46402543/4840 [==============>...............] - ETA: 2s - loss: 10.5053 - mean_absolute_error: 2.46512590/4840 [===============>..............] - ETA: 2s - loss: 10.5082 - mean_absolute_error: 2.46572636/4840 [===============>..............] - ETA: 2s - loss: 10.5254 - mean_absolute_error: 2.46862682/4840 [===============>..............] - ETA: 2s - loss: 10.5342 - mean_absolute_error: 2.46982728/4840 [===============>..............] - ETA: 2s - loss: 10.5341 - mean_absolute_error: 2.47022774/4840 [================>.............] - ETA: 2s - loss: 10.5353 - mean_absolute_error: 2.46982821/4840 [================>.............] - ETA: 2s - loss: 10.5402 - mean_absolute_error: 2.46992867/4840 [================>.............] - ETA: 2s - loss: 10.5325 - mean_absolute_error: 2.46922912/4840 [=================>............] - ETA: 2s - loss: 10.5303 - mean_absolute_error: 2.46852956/4840 [=================>............] - ETA: 2s - loss: 10.5205 - mean_absolute_error: 2.46763000/4840 [=================>............] - ETA: 2s - loss: 10.5238 - mean_absolute_error: 2.46803044/4840 [=================>............] - ETA: 2s - loss: 10.5172 - mean_absolute_error: 2.46683090/4840 [==================>...........] - ETA: 1s - loss: 10.5159 - mean_absolute_error: 2.46693136/4840 [==================>...........] - ETA: 1s - loss: 10.5203 - mean_absolute_error: 2.46763181/4840 [==================>...........] - ETA: 1s - loss: 10.5136 - mean_absolute_error: 2.46643227/4840 [===================>..........] - ETA: 1s - loss: 10.5197 - mean_absolute_error: 2.46683273/4840 [===================>..........] - ETA: 1s - loss: 10.5254 - mean_absolute_error: 2.46753319/4840 [===================>..........] - ETA: 1s - loss: 10.5232 - mean_absolute_error: 2.46723365/4840 [===================>..........] - ETA: 1s - loss: 10.5251 - mean_absolute_error: 2.46763409/4840 [====================>.........] - ETA: 1s - loss: 10.5136 - mean_absolute_error: 2.46583454/4840 [====================>.........] - ETA: 1s - loss: 10.5102 - mean_absolute_error: 2.46543501/4840 [====================>.........] - ETA: 1s - loss: 10.5152 - mean_absolute_error: 2.46623546/4840 [====================>.........] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46483591/4840 [=====================>........] - ETA: 1s - loss: 10.5139 - mean_absolute_error: 2.46553637/4840 [=====================>........] - ETA: 1s - loss: 10.5120 - mean_absolute_error: 2.46513684/4840 [=====================>........] - ETA: 1s - loss: 10.5096 - mean_absolute_error: 2.46453729/4840 [======================>.......] - ETA: 1s - loss: 10.5001 - mean_absolute_error: 2.46353775/4840 [======================>.......] - ETA: 1s - loss: 10.4942 - mean_absolute_error: 2.46243820/4840 [======================>.......] - ETA: 1s - loss: 10.5053 - mean_absolute_error: 2.46363864/4840 [======================>.......] - ETA: 1s - loss: 10.5101 - mean_absolute_error: 2.46423910/4840 [=======================>......] - ETA: 1s - loss: 10.5108 - mean_absolute_error: 2.46413956/4840 [=======================>......] - ETA: 0s - loss: 10.5131 - mean_absolute_error: 2.46444001/4840 [=======================>......] - ETA: 0s - loss: 10.5112 - mean_absolute_error: 2.46424046/4840 [========================>.....] - ETA: 0s - loss: 10.5135 - mean_absolute_error: 2.46444092/4840 [========================>.....] - ETA: 0s - loss: 10.5117 - mean_absolute_error: 2.46434138/4840 [========================>.....] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46304184/4840 [========================>.....] - ETA: 0s - loss: 10.5025 - mean_absolute_error: 2.46274230/4840 [=========================>....] - ETA: 0s - loss: 10.4975 - mean_absolute_error: 2.46214276/4840 [=========================>....] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46184323/4840 [=========================>....] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46214368/4840 [==========================>...] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.46134415/4840 [==========================>...] - ETA: 0s - loss: 10.4844 - mean_absolute_error: 2.46074461/4840 [==========================>...] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.46074508/4840 [==========================>...] - ETA: 0s - loss: 10.4867 - mean_absolute_error: 2.46064553/4840 [===========================>..] - ETA: 0s - loss: 10.4942 - mean_absolute_error: 2.46154599/4840 [===========================>..] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46214647/4840 [===========================>..] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46234692/4840 [============================>.] - ETA: 0s - loss: 10.5043 - mean_absolute_error: 2.46284739/4840 [============================>.] - ETA: 0s - loss: 10.5072 - mean_absolute_error: 2.46314783/4840 [============================>.] - ETA: 0s - loss: 10.5088 - mean_absolute_error: 2.46344827/4840 [============================>.] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46294840/4840 [==============================] - 6s 1ms/step - loss: 10.5028 - mean_absolute_error: 2.4625 - val_loss: 11.4986 - val_mean_absolute_error: 2.5807
Epoch 100/100
   1/4840 [..............................] - ETA: 9s - loss: 9.3608 - mean_absolute_error: 2.3278  46/4840 [..............................] - ETA: 5s - loss: 9.7640 - mean_absolute_error: 2.3707  91/4840 [..............................] - ETA: 5s - loss: 10.3713 - mean_absolute_error: 2.4320 137/4840 [..............................] - ETA: 5s - loss: 10.3731 - mean_absolute_error: 2.4315 183/4840 [>.............................] - ETA: 5s - loss: 10.4369 - mean_absolute_error: 2.4488 229/4840 [>.............................] - ETA: 5s - loss: 10.5502 - mean_absolute_error: 2.4605 276/4840 [>.............................] - ETA: 5s - loss: 10.6241 - mean_absolute_error: 2.4732 321/4840 [>.............................] - ETA: 4s - loss: 10.5470 - mean_absolute_error: 2.4643 368/4840 [=>............................] - ETA: 4s - loss: 10.6268 - mean_absolute_error: 2.4785 415/4840 [=>............................] - ETA: 4s - loss: 10.6269 - mean_absolute_error: 2.4768 463/4840 [=>............................] - ETA: 4s - loss: 10.6139 - mean_absolute_error: 2.4744 509/4840 [==>...........................] - ETA: 4s - loss: 10.5909 - mean_absolute_error: 2.4703 555/4840 [==>...........................] - ETA: 4s - loss: 10.5033 - mean_absolute_error: 2.4588 601/4840 [==>...........................] - ETA: 4s - loss: 10.5078 - mean_absolute_error: 2.4589 645/4840 [==>...........................] - ETA: 4s - loss: 10.4932 - mean_absolute_error: 2.4571 689/4840 [===>..........................] - ETA: 4s - loss: 10.5392 - mean_absolute_error: 2.4615 735/4840 [===>..........................] - ETA: 4s - loss: 10.5710 - mean_absolute_error: 2.4663 782/4840 [===>..........................] - ETA: 4s - loss: 10.5548 - mean_absolute_error: 2.4645 829/4840 [====>.........................] - ETA: 4s - loss: 10.5635 - mean_absolute_error: 2.4662 873/4840 [====>.........................] - ETA: 4s - loss: 10.5457 - mean_absolute_error: 2.4647 919/4840 [====>.........................] - ETA: 4s - loss: 10.5468 - mean_absolute_error: 2.4649 964/4840 [====>.........................] - ETA: 4s - loss: 10.5084 - mean_absolute_error: 2.45951010/4840 [=====>........................] - ETA: 4s - loss: 10.5036 - mean_absolute_error: 2.45891055/4840 [=====>........................] - ETA: 4s - loss: 10.5151 - mean_absolute_error: 2.45951099/4840 [=====>........................] - ETA: 4s - loss: 10.5266 - mean_absolute_error: 2.46071145/4840 [======>.......................] - ETA: 4s - loss: 10.5483 - mean_absolute_error: 2.46381191/4840 [======>.......................] - ETA: 4s - loss: 10.5814 - mean_absolute_error: 2.46741237/4840 [======>.......................] - ETA: 3s - loss: 10.5647 - mean_absolute_error: 2.46521282/4840 [======>.......................] - ETA: 3s - loss: 10.5724 - mean_absolute_error: 2.46571329/4840 [=======>......................] - ETA: 3s - loss: 10.5758 - mean_absolute_error: 2.46641375/4840 [=======>......................] - ETA: 3s - loss: 10.5848 - mean_absolute_error: 2.46761421/4840 [=======>......................] - ETA: 3s - loss: 10.5752 - mean_absolute_error: 2.46721467/4840 [========>.....................] - ETA: 3s - loss: 10.5688 - mean_absolute_error: 2.46751513/4840 [========>.....................] - ETA: 3s - loss: 10.5492 - mean_absolute_error: 2.46601555/4840 [========>.....................] - ETA: 3s - loss: 10.5369 - mean_absolute_error: 2.46381600/4840 [========>.....................] - ETA: 3s - loss: 10.5282 - mean_absolute_error: 2.46231645/4840 [=========>....................] - ETA: 3s - loss: 10.5332 - mean_absolute_error: 2.46251691/4840 [=========>....................] - ETA: 3s - loss: 10.5496 - mean_absolute_error: 2.46451736/4840 [=========>....................] - ETA: 3s - loss: 10.5378 - mean_absolute_error: 2.46261783/4840 [==========>...................] - ETA: 3s - loss: 10.5555 - mean_absolute_error: 2.46511829/4840 [==========>...................] - ETA: 3s - loss: 10.5401 - mean_absolute_error: 2.46361876/4840 [==========>...................] - ETA: 3s - loss: 10.5201 - mean_absolute_error: 2.46141922/4840 [==========>...................] - ETA: 3s - loss: 10.5136 - mean_absolute_error: 2.46091968/4840 [===========>..................] - ETA: 3s - loss: 10.5088 - mean_absolute_error: 2.45982014/4840 [===========>..................] - ETA: 3s - loss: 10.5142 - mean_absolute_error: 2.46022059/4840 [===========>..................] - ETA: 3s - loss: 10.5085 - mean_absolute_error: 2.45952105/4840 [============>.................] - ETA: 3s - loss: 10.5144 - mean_absolute_error: 2.46042149/4840 [============>.................] - ETA: 2s - loss: 10.5099 - mean_absolute_error: 2.45992195/4840 [============>.................] - ETA: 2s - loss: 10.4822 - mean_absolute_error: 2.45642241/4840 [============>.................] - ETA: 2s - loss: 10.4742 - mean_absolute_error: 2.45572288/4840 [=============>................] - ETA: 2s - loss: 10.4633 - mean_absolute_error: 2.45442335/4840 [=============>................] - ETA: 2s - loss: 10.4708 - mean_absolute_error: 2.45562380/4840 [=============>................] - ETA: 2s - loss: 10.4646 - mean_absolute_error: 2.45532426/4840 [==============>...............] - ETA: 2s - loss: 10.4487 - mean_absolute_error: 2.45282470/4840 [==============>...............] - ETA: 2s - loss: 10.4548 - mean_absolute_error: 2.45372515/4840 [==============>...............] - ETA: 2s - loss: 10.4465 - mean_absolute_error: 2.45222561/4840 [==============>...............] - ETA: 2s - loss: 10.4463 - mean_absolute_error: 2.45212608/4840 [===============>..............] - ETA: 2s - loss: 10.4425 - mean_absolute_error: 2.45142654/4840 [===============>..............] - ETA: 2s - loss: 10.4384 - mean_absolute_error: 2.45142701/4840 [===============>..............] - ETA: 2s - loss: 10.4437 - mean_absolute_error: 2.45212747/4840 [================>.............] - ETA: 2s - loss: 10.4441 - mean_absolute_error: 2.45242794/4840 [================>.............] - ETA: 2s - loss: 10.4477 - mean_absolute_error: 2.45322839/4840 [================>.............] - ETA: 2s - loss: 10.4508 - mean_absolute_error: 2.45332885/4840 [================>.............] - ETA: 2s - loss: 10.4637 - mean_absolute_error: 2.45472930/4840 [=================>............] - ETA: 2s - loss: 10.4706 - mean_absolute_error: 2.45552976/4840 [=================>............] - ETA: 2s - loss: 10.4594 - mean_absolute_error: 2.45473022/4840 [=================>............] - ETA: 2s - loss: 10.4519 - mean_absolute_error: 2.45373068/4840 [==================>...........] - ETA: 1s - loss: 10.4486 - mean_absolute_error: 2.45323114/4840 [==================>...........] - ETA: 1s - loss: 10.4485 - mean_absolute_error: 2.45333160/4840 [==================>...........] - ETA: 1s - loss: 10.4464 - mean_absolute_error: 2.45243207/4840 [==================>...........] - ETA: 1s - loss: 10.4462 - mean_absolute_error: 2.45233253/4840 [===================>..........] - ETA: 1s - loss: 10.4509 - mean_absolute_error: 2.45323301/4840 [===================>..........] - ETA: 1s - loss: 10.4451 - mean_absolute_error: 2.45233349/4840 [===================>..........] - ETA: 1s - loss: 10.4436 - mean_absolute_error: 2.45213391/4840 [====================>.........] - ETA: 1s - loss: 10.4483 - mean_absolute_error: 2.45313437/4840 [====================>.........] - ETA: 1s - loss: 10.4474 - mean_absolute_error: 2.45293483/4840 [====================>.........] - ETA: 1s - loss: 10.4497 - mean_absolute_error: 2.45323528/4840 [====================>.........] - ETA: 1s - loss: 10.4502 - mean_absolute_error: 2.45333574/4840 [=====================>........] - ETA: 1s - loss: 10.4624 - mean_absolute_error: 2.45503621/4840 [=====================>........] - ETA: 1s - loss: 10.4771 - mean_absolute_error: 2.45673666/4840 [=====================>........] - ETA: 1s - loss: 10.4763 - mean_absolute_error: 2.45653711/4840 [======================>.......] - ETA: 1s - loss: 10.4698 - mean_absolute_error: 2.45563757/4840 [======================>.......] - ETA: 1s - loss: 10.4736 - mean_absolute_error: 2.45623803/4840 [======================>.......] - ETA: 1s - loss: 10.4750 - mean_absolute_error: 2.45633849/4840 [======================>.......] - ETA: 1s - loss: 10.4805 - mean_absolute_error: 2.45723894/4840 [=======================>......] - ETA: 1s - loss: 10.4840 - mean_absolute_error: 2.45763939/4840 [=======================>......] - ETA: 0s - loss: 10.4905 - mean_absolute_error: 2.45843984/4840 [=======================>......] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.45904030/4840 [=======================>......] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.45974076/4840 [========================>.....] - ETA: 0s - loss: 10.5051 - mean_absolute_error: 2.46014122/4840 [========================>.....] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46034168/4840 [========================>.....] - ETA: 0s - loss: 10.5179 - mean_absolute_error: 2.46184214/4840 [=========================>....] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46134260/4840 [=========================>....] - ETA: 0s - loss: 10.5145 - mean_absolute_error: 2.46144304/4840 [=========================>....] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.45974348/4840 [=========================>....] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.45974393/4840 [==========================>...] - ETA: 0s - loss: 10.4990 - mean_absolute_error: 2.45964438/4840 [==========================>...] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.45914483/4840 [==========================>...] - ETA: 0s - loss: 10.4980 - mean_absolute_error: 2.45934529/4840 [===========================>..] - ETA: 0s - loss: 10.4984 - mean_absolute_error: 2.45924574/4840 [===========================>..] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.45954619/4840 [===========================>..] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46014665/4840 [===========================>..] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46024711/4840 [============================>.] - ETA: 0s - loss: 10.5068 - mean_absolute_error: 2.46084757/4840 [============================>.] - ETA: 0s - loss: 10.5019 - mean_absolute_error: 2.46034803/4840 [============================>.] - ETA: 0s - loss: 10.5038 - mean_absolute_error: 2.46074840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4606 - val_loss: 11.4956 - val_mean_absolute_error: 2.5806

To measure the change in the mean_absolute_error statistic within my epochs (or run through the datasets) during the attempt to fit the Machine Learning model above as they were being completed, I made a line-graph visualization to see the fluctuation in the error as shown below.

```{python}
# Plot the Validation Mean Absolute Error throughout the fitting of the model across epochs
pd.Series(book_rec_history.history["val_loss"][15:]).plot(logy=False, color="gold")
plt.xlabel("Epoch")
plt.ylabel("Validation Error")
plt.title("Change in Validation Mean Absolute Error Across Epochs")
plt.show()

print("Minimum MSE:", min(book_rec_history.history["val_loss"]))
```

Minimum MSE: 11.46623706817627

With the Machine Learning model fitted, it would be a good time to evaluate the effectiveness of my model. Thus, I will calculate metrics (as shown below) such as Precision Score, ROC-AUC (Receiver Operating Characteristic (Curve) - Area Under the Curve) Score, F1 Score, Recall Score, and the Confusion Matrix. For the classification metrics, I applied a threshold rating of 5.0 or above to indicate as an acceptable rating to recommend a book, based on the logic that there would be more positive than negative reviews for that book-title, on average. All of the calcuations are shown in the following code snippet as well as its corresponding visualizations.

```{python}
predicted_ratings = model.predict(x=(X_test["New-User-ID"], X_test["New-ISBN"])).flatten()

book_rec_history_model_loss, book_rec_history_model_accuracy = model.evaluate(x=(X_test["New-User-ID"], X_test["New-ISBN"]), y=X_test["Book-Rating"])
book_rec_history_model_accuracy /= 10

# Threshold the predicted ratings to binary-classified recommendations (e.g., using a threshold of >= 5 for recommending book)
threshold = 5
predicted_labels_bin_classify = (predicted_ratings.copy() >= threshold).astype(int)
actual_labels_bin_classify = (X_test["Book-Rating"].copy() >= threshold).astype(int)

actual_ratings_int = predicted_labels_bin_classify.copy().astype(int)
predicted_ratings_int = actual_labels_bin_classify.copy().astype(int)
clf_report = pd.DataFrame(classification_report(y_true=actual_ratings_int, y_pred=predicted_ratings_int, output_dict=True, zero_division=0))

y_test_book_rating = predicted_labels_bin_classify
y_pred_book_rating = actual_labels_bin_classify

avg_precision_score = average_precision_score(y_true=actual_labels_bin_classify, y_score=predicted_labels_bin_classify)

# Compute and output statistics for Average Precision, Accuracy, and ROC AUC Scores as well as the Classifcation Report
print(f"Average Precision Score (When Compared to Test Set): {avg_precision_score * 100:.2f}%")
print("_______________________________________________")
print(f"Accuracy Score (When Compared to Test Set): {book_rec_history_model_accuracy * 100:.2f}%)")
print("_______________________________________________")
print(f"ROC AUC Score: {roc_auc_score(y_test_book_rating, y_pred_book_rating) * 100:.2f}%")
print("_______________________________________________")
print(f"CLASSIFICATION REPORT:\n{clf_report}")

# Calculate and output Precision, Recall, F1-Score, and Confusion Matrix
precision, recall, f1_score, _ = precision_recall_fscore_support(y_true=actual_labels_bin_classify, y_pred=predicted_labels_bin_classify, average='binary')
model_performance_metrics: [str] = ["Precision", "Recall", "F1_Score"]
model_performance_metrics_values: [float] = [precision, recall, f1_score]
print("_______________________________________________")
print(f"Precision Score: {precision * 100:.2f}%")
print("_______________________________________________")
print(f"Recall Score: {recall * 100:.2f}%")
print("_______________________________________________")
print(f"F1 Score: {f1_score * 100:.2f}%")
print("_______________________________________________")
print(f"Confusion Matrix:\n{confusion_matrix(y_test_book_rating, y_pred_book_rating)}")

plt.figure(figsize=(10, 8))
plt.bar(model_performance_metrics, model_performance_metrics_values, color=["blue", "green", "orange"])
plt.xlabel("Metrics")
plt.ylabel("Score")
plt.title("Recommendation Model Evaluation Metrics")
plt.show()

# Create the confusion matrix
conf_matrix = confusion_matrix(y_test_book_rating, y_pred_book_rating)

# Plot the confusion matrix
plt.figure(figsize=(10, 8))
sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues')
plt.xlabel('Predicted Label')
plt.ylabel('Actual Label')
plt.title('Confusion Matrix')
plt.show()
```
  1/269 [..............................] - ETA: 17s 53/269 [====>.........................] - ETA: 0s 111/269 [===========>..................] - ETA: 0s174/269 [==================>...........] - ETA: 0s238/269 [=========================>....] - ETA: 0s269/269 [==============================] - 0s 849us/step
  1/269 [..............................] - ETA: 4s - loss: 9.2017 - mean_absolute_error: 2.3148 47/269 [====>.........................] - ETA: 0s - loss: 10.9517 - mean_absolute_error: 2.5247 98/269 [=========>....................] - ETA: 0s - loss: 10.9174 - mean_absolute_error: 2.5151153/269 [================>.............] - ETA: 0s - loss: 11.2604 - mean_absolute_error: 2.5489208/269 [======================>.......] - ETA: 0s - loss: 11.3849 - mean_absolute_error: 2.5665263/269 [============================>.] - ETA: 0s - loss: 11.4815 - mean_absolute_error: 2.5758269/269 [==============================] - 0s 969us/step - loss: 11.4731 - mean_absolute_error: 2.5750
Average Precision Score (When Compared to Test Set): 39.68%
_______________________________________________
Accuracy Score (When Compared to Test Set): 25.75%)
_______________________________________________
ROC AUC Score: 72.30%
_______________________________________________
CLASSIFICATION REPORT:
                     0           1  accuracy    macro avg  weighted avg
precision     0.952507    0.255512  0.746746     0.604009      0.876602
recall        0.753359    0.692636  0.746746     0.722997      0.746746
f1-score      0.841308    0.373310  0.746746     0.607309      0.790342
support    7667.000000  937.000000  0.746746  8604.000000   8604.000000
_______________________________________________
Precision Score: 69.26%
_______________________________________________
Recall Score: 25.55%
_______________________________________________
F1 Score: 37.33%
_______________________________________________
Confusion Matrix:
[[5776 1891]
 [ 288  649]]

Conclusions

  • Based on the Accuracy Score at 25.75%, Precision Score at 68.86%, and Recall Score at 25.51%, I found that my simple Book Recommendation Machine Learning model was not as good as I hoped in utilzing the train and validation datasets to fit my model in order to evaluate with my testing dataset. Looking at back my steps / approach, I realize that I may have overfitted by a great amount by training my Machine Learning model above approximately 10-15 epochs. When looking closely at the Change in Validation Mean Absolute Error Across Epochs Visualization, the validation error (i.e. the validation loss) was at its lowest in this duration and only went up from there in subsequent epoch training iterations. I would most likely re-train the model if I did this blog post project again.

  • Utimately, I learned a great deal from this blog post as I now better understand how basic Input/Embeddings/Output from Tensorflow works in the topic of neural networks in Machine Learning. Of course, seeing the real life implications of recommendation systems like this (but scaled up on a much higher, economic level) makes me appreciate the complexity of this disclipine and ML-subfield because reaching the end of this blog post was nonetheless difficult for my basic implementation. I cannot imagine what it must be like to have to maintain larger, production-critical systems that tackle these problems on a daily basis.

Reference Sources and Citations (IEEE Format)

To complete this blog post, I used the following online sources as references for developing this:

[1] Book Recommendation Dataset:

Möbius, “Book Recommendation Dataset”, Apr.-2023. [Online]. Available: https://www.kaggle.com/datasets/arashnic/book-recommendation-dataset. [Accessed: 25-Sep.-2023].

[2] Tutorial on Basics of Machine Learning Recommendation Systems:

M. Ahammad, “Movie Recommender Systems Using Neural Network,” 2020. [Online]. Available: https://www.kaggle.com/code/mejbahahammad/movie-recommender-systems-using-neural-network. [Accessed: 25-Sep.-2023].

[3] Tutorial on Sample Visualizations for Machine Learning Recommendation Systems:

Great Learning Team, “Excerpts From a Masterclass on Movie Recommendation System,” 22-Aug.-2022. Available: https://www.mygreatlearning.com/blog/masterclass-on-movie-recommendation-system/. [Accessed: 26-Sep.2023].

[4] Tutorial on Evaluating Machine Learning Recommendation Systems:

A. Johannsdottir, “Implementing Your Own Recommmender Systems in Python”, 28-Nov.-2019. Available: https://www.cambridgespark.com/info/recommender-systems-in-python. [Accessed: 27-Sep.2023].